{
 "cells": [
  {
   "attachments": {},
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   "id": "55822295",
   "metadata": {},
   "source": [
    "![Finance Toolkit](https://github.com/JerBouma/FinanceToolkit/assets/46355364/198d47bd-e1b3-492d-acc4-5d9f02d1d009)\n",
    "\n",
    "**The FinanceToolkit** is an open-source toolkit in which all relevant financial ratios (100+), indicators and performance measurements are written down in the most simplistic way allowing for complete transparency of the calculation method. This allows you to not have to rely on metrics from other providers and, given a financial statement, allow for efficient manual calculations. This leads to one uniform method of calculation being applied that is available and understood by everyone."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2937a8f2",
   "metadata": {},
   "source": [
    "# Installation\n",
    "To install the FinanceToolkit it simply requires the following:\n",
    "\n",
    "```\n",
    "pip install financetoolkit -U\n",
    "```\n",
    "\n",
    "From within Python use:\n",
    "\n",
    "```python\n",
    "from financetoolkit import Toolkit\n",
    "```\n",
    " \n",
    "To be able to get started, you need to obtain an API Key from FinancialModelingPrep. This is used to gain access to 30+ years of financial statement both annually and quarterly. Note that the Free plan is limited to 250 requests each day, 5 years of data and only features companies listed on US exchanges.\n",
    "\n",
    "___ \n",
    "\n",
    "<b><div align=\"center\">Obtain an API Key from FinancialModelingPrep <a href=\"https://www.jeroenbouma.com/fmp\" target=\"_blank\">here</a>.</div></b>\n",
    "___\n",
    "\n",
    "Through the link you are able to subscribe for the free plan and also premium plans at a **15% discount**. This is an affiliate link and thus supports the project at the same time. I have chosen FinancialModelingPrep as a source as I find it to be the most transparent, reliable and at an affordable price. When you notice that data is inaccurate or have any other issue related to the data, note that I simply provide the means to access this data and I am not responsible for the accuracy of the data itself. For this, use <a href=\"https://site.financialmodelingprep.com/contact\" target=\"_blank\">their contact form</a> or provide the data yourself. \n",
    "\n",
    "The current Notebook is revolved around the Performance class. If you are interested in the other modules, you can find the related Notebooks below. **Find the documentation <a href=\"https://www.jeroenbouma.com/projects/financetoolkit/docs/performance\" target=\"_blank\">here</a> which includes an explanation about the performance metric, the parameters and an example.**\n",
    "\n",
    "<style>\n",
    ".button {\n",
    "  color: #fff !important;\n",
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    "  text-decoration: none;\n",
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    "\n",
    "<div style=\"display: flex; justify-content: space-between;\" class=\"show-on-desktop\">\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//getting-started\" target=\"_blank\" class=\"button\" style=\"flex: 1;margin-right:5px\"\">Toolkit</a>\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//discovery-module\" target=\"_blank\" class=\"button\" style=\"flex: 1;margin-right:5px\">Discovery</a>\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//ratios-module\" target=\"_blank\" class=\"button\" style=\"flex: 1;margin-right:5px\">Ratios</a>\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//models-module\" target=\"_blank\" class=\"button\" style=\"flex: 1;margin-right:5px\">Models</a>\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//options-module\" target=\"_blank\" class=\"button\" style=\"flex: 1;margin-right:5px\">Options</a>\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//technicals-module\" target=\"_blank\" class=\"button\" style=\"flex: 1;margin-right:5px\">Technicals</a>\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//risk-module\" target=\"_blank\" class=\"button button\" style=\"flex: 1;margin-right:5px\">Risk</a>\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//performance-module\" target=\"_blank\" class=\"button button-current\" style=\"flex: 1;margin-right:5px\">Performance</a>\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//economics-module\"  target=\"_blank\" class=\"button\" style=\"flex: 1;margin-right:5px\">Economics</a>\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//fixed-income-module\" target=\"_blank\" class=\"button\" style=\"flex: 1;margin-right:5px\">Fixed income</a>\n",
    "    <a href=\"https://www.jeroenbouma.com/projects/financetoolkit//portfolio-module\" target=\"_blank\" class=\"button\" style=\"flex: 1; \">Portfolio</a>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "11269a00",
   "metadata": {},
   "outputs": [],
   "source": [
    "from financetoolkit import Toolkit\n",
    "\n",
    "API_KEY = \"FINANCIAL_MODELING_PREP_API_KEY\""
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a3f7fc24",
   "metadata": {},
   "source": [
    "The Performance module is meant to calculate important performance metrics such as Sharpe Ratio, Sortino Ratio, Treynor Ratio, Information Ratio, Jensen's Alpha, Beta, Capital Asset Pricing Model and more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b3507cb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize the Toolkit with company tickers\n",
    "companies = Toolkit(\n",
    "    [\"ASML\", \"MSFT\", \"AAPL\", \"WMT\"], api_key=API_KEY, start_date=\"2005-01-01\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31172227",
   "metadata": {},
   "source": [
    "The metrics found here are really about understanding how well a stock (or portfolio) is performing often as opposed to a benchmark (as defined within the Toolkit class, by default this is the S&P 500). It helps in understanding whether the stock is worth the risk and whether it is worth the investment. For example, by looking at Jensen's Alpha which compares the actual return of a stock to the expected return based on the CAPM model, you can see whether the stock is over- or underperforming.\n",
    "\n",
    "By default, you will acquire the `yearly` or `quarterly` results (if `quarterly=True`) but you als have the option to obtain the `monthly` and `weekly` results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2d8bc62c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Obtaining historical data: 100%|██████████| 5/5 [00:00<00:00,  9.47it/s]\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ASML</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>WMT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005Q1</th>\n",
       "      <td>0.1215</td>\n",
       "      <td>-0.1004</td>\n",
       "      <td>0.3341</td>\n",
       "      <td>-0.0661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005Q2</th>\n",
       "      <td>-0.0644</td>\n",
       "      <td>0.0161</td>\n",
       "      <td>-0.0865</td>\n",
       "      <td>-0.0553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005Q3</th>\n",
       "      <td>0.031</td>\n",
       "      <td>0.0005</td>\n",
       "      <td>0.4331</td>\n",
       "      <td>-0.1216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005Q4</th>\n",
       "      <td>0.2033</td>\n",
       "      <td>-0.0033</td>\n",
       "      <td>0.3413</td>\n",
       "      <td>0.0487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006Q1</th>\n",
       "      <td>-0.0254</td>\n",
       "      <td>-0.0027</td>\n",
       "      <td>-0.1646</td>\n",
       "      <td>-0.0367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024Q3</th>\n",
       "      <td>-0.2677</td>\n",
       "      <td>-0.0914</td>\n",
       "      <td>0.0522</td>\n",
       "      <td>0.1492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024Q4</th>\n",
       "      <td>-0.1866</td>\n",
       "      <td>-0.0365</td>\n",
       "      <td>0.0476</td>\n",
       "      <td>0.0839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025Q1</th>\n",
       "      <td>0.036</td>\n",
       "      <td>-0.0626</td>\n",
       "      <td>-0.0752</td>\n",
       "      <td>-0.0117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025Q2</th>\n",
       "      <td>0.084</td>\n",
       "      <td>0.2301</td>\n",
       "      <td>-0.2058</td>\n",
       "      <td>0.0288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025Q3</th>\n",
       "      <td>-0.0574</td>\n",
       "      <td>-0.0431</td>\n",
       "      <td>0.0989</td>\n",
       "      <td>0.0008</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>83 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          ASML    MSFT    AAPL     WMT\n",
       "Date                                  \n",
       "2005Q1  0.1215 -0.1004  0.3341 -0.0661\n",
       "2005Q2 -0.0644  0.0161 -0.0865 -0.0553\n",
       "2005Q3   0.031  0.0005  0.4331 -0.1216\n",
       "2005Q4  0.2033 -0.0033  0.3413  0.0487\n",
       "2006Q1 -0.0254 -0.0027 -0.1646 -0.0367\n",
       "...        ...     ...     ...     ...\n",
       "2024Q3 -0.2677 -0.0914  0.0522  0.1492\n",
       "2024Q4 -0.1866 -0.0365  0.0476  0.0839\n",
       "2025Q1   0.036 -0.0626 -0.0752 -0.0117\n",
       "2025Q2   0.084  0.2301 -0.2058  0.0288\n",
       "2025Q3 -0.0574 -0.0431  0.0989  0.0008\n",
       "\n",
       "[83 rows x 4 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies.performance.get_jensens_alpha(period=\"quarterly\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82b91494",
   "metadata": {},
   "source": [
    "Jensen's Alpha uses the Capital Asset Pricing Model (CAPM) to calculate whether the stock is outperforming the benchmark. This is also a separate function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7b34c951",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ASML</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>WMT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>0.0243</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>0.198</td>\n",
       "      <td>0.1145</td>\n",
       "      <td>0.187</td>\n",
       "      <td>0.1205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>0.0327</td>\n",
       "      <td>0.0329</td>\n",
       "      <td>0.0311</td>\n",
       "      <td>0.0337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>-0.3803</td>\n",
       "      <td>-0.3565</td>\n",
       "      <td>-0.3523</td>\n",
       "      <td>-0.2192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>0.2946</td>\n",
       "      <td>0.2167</td>\n",
       "      <td>0.2149</td>\n",
       "      <td>0.1011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>0.1669</td>\n",
       "      <td>0.1177</td>\n",
       "      <td>0.1337</td>\n",
       "      <td>0.0704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>-0.0089</td>\n",
       "      <td>0.0017</td>\n",
       "      <td>0.0027</td>\n",
       "      <td>0.0088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>0.1603</td>\n",
       "      <td>0.1472</td>\n",
       "      <td>0.1638</td>\n",
       "      <td>0.066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>0.3489</td>\n",
       "      <td>0.2641</td>\n",
       "      <td>0.1938</td>\n",
       "      <td>0.1643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>0.1107</td>\n",
       "      <td>0.1089</td>\n",
       "      <td>0.0994</td>\n",
       "      <td>0.0711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>-0.0086</td>\n",
       "      <td>-0.0154</td>\n",
       "      <td>-0.0125</td>\n",
       "      <td>0.0004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>0.1186</td>\n",
       "      <td>0.1122</td>\n",
       "      <td>0.0971</td>\n",
       "      <td>0.0585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>0.272</td>\n",
       "      <td>0.2345</td>\n",
       "      <td>0.2539</td>\n",
       "      <td>0.1167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>-0.1066</td>\n",
       "      <td>-0.1024</td>\n",
       "      <td>-0.0867</td>\n",
       "      <td>-0.0358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>0.4153</td>\n",
       "      <td>0.3649</td>\n",
       "      <td>0.4345</td>\n",
       "      <td>0.1514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>0.1755</td>\n",
       "      <td>0.1835</td>\n",
       "      <td>0.1853</td>\n",
       "      <td>0.0883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>0.4956</td>\n",
       "      <td>0.3086</td>\n",
       "      <td>0.3494</td>\n",
       "      <td>0.1391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>-0.3787</td>\n",
       "      <td>-0.2596</td>\n",
       "      <td>-0.2646</td>\n",
       "      <td>-0.0643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>0.3578</td>\n",
       "      <td>0.2747</td>\n",
       "      <td>0.2633</td>\n",
       "      <td>0.1168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024</th>\n",
       "      <td>0.4576</td>\n",
       "      <td>0.268</td>\n",
       "      <td>0.2266</td>\n",
       "      <td>0.1028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025</th>\n",
       "      <td>0.1269</td>\n",
       "      <td>0.0978</td>\n",
       "      <td>0.1249</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ASML    MSFT    AAPL     WMT\n",
       "Date                                \n",
       "2005  0.0243  0.0332  0.0205  0.0335\n",
       "2006   0.198  0.1145   0.187  0.1205\n",
       "2007  0.0327  0.0329  0.0311  0.0337\n",
       "2008 -0.3803 -0.3565 -0.3523 -0.2192\n",
       "2009  0.2946  0.2167  0.2149  0.1011\n",
       "2010  0.1669  0.1177  0.1337  0.0704\n",
       "2011 -0.0089  0.0017  0.0027  0.0088\n",
       "2012  0.1603  0.1472  0.1638   0.066\n",
       "2013  0.3489  0.2641  0.1938  0.1643\n",
       "2014  0.1107  0.1089  0.0994  0.0711\n",
       "2015 -0.0086 -0.0154 -0.0125  0.0004\n",
       "2016  0.1186  0.1122  0.0971  0.0585\n",
       "2017   0.272  0.2345  0.2539  0.1167\n",
       "2018 -0.1066 -0.1024 -0.0867 -0.0358\n",
       "2019  0.4153  0.3649  0.4345  0.1514\n",
       "2020  0.1755  0.1835  0.1853  0.0883\n",
       "2021  0.4956  0.3086  0.3494  0.1391\n",
       "2022 -0.3787 -0.2596 -0.2646 -0.0643\n",
       "2023  0.3578  0.2747  0.2633  0.1168\n",
       "2024  0.4576   0.268  0.2266  0.1028\n",
       "2025  0.1269  0.0978  0.1249  0.0834"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies.performance.get_capital_asset_pricing_model(period=\"yearly\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de6e53b6",
   "metadata": {},
   "source": [
    "**The beauty of this class is that you can view the performance metrics on a weekly, monthly, quarterly or yearly interval.** Here, if for example the variance needs to be calculated, it intelligently calculates the variance for the days within each week, month, quarter or year. This is also the case for the standard deviation and other metrics. E.g. you can view the 12-month rolling Sharpe Ratio as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "68365726",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': '12-Month Rolling Sharpe Ratio'}, xlabel='Date', ylabel='Sharpe Ratio'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "companies.performance.get_sharpe_ratio(period=\"monthly\", rolling=12).plot(\n",
    "    figsize=(15, 5),\n",
    "    title=\"12-Month Rolling Sharpe Ratio\",\n",
    "    grid=True,\n",
    "    colormap=\"plasma\",\n",
    "    lw=3,\n",
    "    linestyle=\"-\",\n",
    "    ylabel=\"Sharpe Ratio\",\n",
    "    xlabel=\"Date\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf603390",
   "metadata": {},
   "source": [
    "With the various already prepared period datasets, it also becomes possible to calculate Factor Exposures via the Fama and French 5 Factor Model over a lengthy period. This performs a Linear Regression on each stock for each period and determines the regression parameters. With this you can determine how the stock returns move according to different anomalies in the market. These factors are:\n",
    "\n",
    "- **Market Risk Premium (Mkt-RF):** Represents the additional return that investors expect to earn for taking on the risk of investing in the overall market as opposed to a risk-free asset. This relates to CAPM's Beta but is a more generalized approach in which CAPM calculates based on a benchmark of your choosing.\n",
    "- **Size Premium (SMB):** Reflects the historical excess return of small-cap stocks over large-cap stocks.\n",
    "- **Value Premium (HML):** Captures the historical excess return of value stocks over growth stocks.\n",
    "- **Profitability (RMW):** Measures the historical excess return of high profitability stocks over low profitability stocks.\n",
    "- **Investment (CMA):** Quantifies the historical excess return of low investment stocks over high investment stocks.\n",
    "\n",
    "It is possible to do a Simple Linear Regression for each factor and a Multi Linear Regression for all factors with the dependent variable being the stock returns. The latter is the default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f05c707f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Calculating Individual Factor Exposures: 100%|██████████| 4/4 [00:49<00:00, 12.49s/it]\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"10\" halign=\"left\">ASML</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"10\" halign=\"left\">WMT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"7\" halign=\"left\">Mkt-RF</th>\n",
       "      <th colspan=\"3\" halign=\"left\">SMB</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"3\" halign=\"left\">RMW</th>\n",
       "      <th colspan=\"7\" halign=\"left\">CMA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Intercept</th>\n",
       "      <th>Slope</th>\n",
       "      <th>R Squared</th>\n",
       "      <th>P Value</th>\n",
       "      <th>Standard Error</th>\n",
       "      <th>Factor Value</th>\n",
       "      <th>Residuals</th>\n",
       "      <th>Intercept</th>\n",
       "      <th>Slope</th>\n",
       "      <th>R Squared</th>\n",
       "      <th>...</th>\n",
       "      <th>Standard Error</th>\n",
       "      <th>Factor Value</th>\n",
       "      <th>Residuals</th>\n",
       "      <th>Intercept</th>\n",
       "      <th>Slope</th>\n",
       "      <th>R Squared</th>\n",
       "      <th>P Value</th>\n",
       "      <th>Standard Error</th>\n",
       "      <th>Factor Value</th>\n",
       "      <th>Residuals</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>0.2374</td>\n",
       "      <td>21.0167</td>\n",
       "      <td>0.2983</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0389</td>\n",
       "      <td>-0.51</td>\n",
       "      <td>10.7425</td>\n",
       "      <td>0.0939</td>\n",
       "      <td>8.8928</td>\n",
       "      <td>0.1233</td>\n",
       "      <td>...</td>\n",
       "      <td>1.796</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.1642</td>\n",
       "      <td>-0.0439</td>\n",
       "      <td>-2.1194</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.0451</td>\n",
       "      <td>1.0525</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>0.4637</td>\n",
       "      <td>23.95</td>\n",
       "      <td>0.4075</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.8303</td>\n",
       "      <td>-0.51</td>\n",
       "      <td>11.9775</td>\n",
       "      <td>0.3102</td>\n",
       "      <td>17.0656</td>\n",
       "      <td>0.3611</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3648</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>-0.1435</td>\n",
       "      <td>0.0279</td>\n",
       "      <td>-0.0551</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9639</td>\n",
       "      <td>1.217</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-0.0447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>0.445</td>\n",
       "      <td>24.9855</td>\n",
       "      <td>0.2399</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.8185</td>\n",
       "      <td>-0.66</td>\n",
       "      <td>16.1746</td>\n",
       "      <td>0.008</td>\n",
       "      <td>2.2537</td>\n",
       "      <td>0.0109</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0719</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.669</td>\n",
       "      <td>-0.0525</td>\n",
       "      <td>-1.2987</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.2652</td>\n",
       "      <td>1.1631</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.2376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>0.2392</td>\n",
       "      <td>50.7538</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9567</td>\n",
       "      <td>1.7</td>\n",
       "      <td>-86.9431</td>\n",
       "      <td>0.0056</td>\n",
       "      <td>-1.878</td>\n",
       "      <td>0.0054</td>\n",
       "      <td>...</td>\n",
       "      <td>1.7491</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>-1.2329</td>\n",
       "      <td>0.0095</td>\n",
       "      <td>-1.2431</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>1.2851</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.0461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>-0.0069</td>\n",
       "      <td>48.5084</td>\n",
       "      <td>0.6237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.3832</td>\n",
       "      <td>-1.01</td>\n",
       "      <td>49.8866</td>\n",
       "      <td>0.0018</td>\n",
       "      <td>11.9739</td>\n",
       "      <td>0.2082</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0204</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>-1.6639</td>\n",
       "      <td>-0.004</td>\n",
       "      <td>0.7914</td>\n",
       "      <td>0.0012</td>\n",
       "      <td>0.5786</td>\n",
       "      <td>1.4228</td>\n",
       "      <td>0.17</td>\n",
       "      <td>-0.1771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>0.0721</td>\n",
       "      <td>38.517</td>\n",
       "      <td>0.5333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.2788</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>3.9043</td>\n",
       "      <td>0.0491</td>\n",
       "      <td>9.8778</td>\n",
       "      <td>0.1391</td>\n",
       "      <td>...</td>\n",
       "      <td>2.5069</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.6877</td>\n",
       "      <td>0.0409</td>\n",
       "      <td>8.6101</td>\n",
       "      <td>0.0729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9417</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-1.1512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>-0.0121</td>\n",
       "      <td>42.6526</td>\n",
       "      <td>0.5421</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.4791</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>17.5897</td>\n",
       "      <td>-0.0206</td>\n",
       "      <td>12.47</td>\n",
       "      <td>0.2553</td>\n",
       "      <td>...</td>\n",
       "      <td>2.6908</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.5163</td>\n",
       "      <td>-0.0049</td>\n",
       "      <td>4.7646</td>\n",
       "      <td>0.0339</td>\n",
       "      <td>0.0034</td>\n",
       "      <td>1.6097</td>\n",
       "      <td>0.03</td>\n",
       "      <td>-0.0301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>0.0494</td>\n",
       "      <td>16.807</td>\n",
       "      <td>0.1981</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.1474</td>\n",
       "      <td>1.71</td>\n",
       "      <td>-28.6029</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>1.2117</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8049</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3883</td>\n",
       "      <td>0.0297</td>\n",
       "      <td>-0.1319</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9344</td>\n",
       "      <td>1.6015</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>0.0776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>0.0789</td>\n",
       "      <td>27.0713</td>\n",
       "      <td>0.3234</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.4767</td>\n",
       "      <td>0.43</td>\n",
       "      <td>-11.2643</td>\n",
       "      <td>0.015</td>\n",
       "      <td>6.5163</td>\n",
       "      <td>0.0628</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0735</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-0.0788</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>5.5205</td>\n",
       "      <td>0.0461</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>1.5882</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>1.3678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>0.0336</td>\n",
       "      <td>19.1977</td>\n",
       "      <td>0.1805</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.5868</td>\n",
       "      <td>-0.93</td>\n",
       "      <td>17.971</td>\n",
       "      <td>-0.0311</td>\n",
       "      <td>6.4627</td>\n",
       "      <td>0.0393</td>\n",
       "      <td>...</td>\n",
       "      <td>2.403</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.7205</td>\n",
       "      <td>-0.007</td>\n",
       "      <td>-0.0335</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9854</td>\n",
       "      <td>1.8329</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>0.0898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>0.0237</td>\n",
       "      <td>29.6476</td>\n",
       "      <td>0.309</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.8043</td>\n",
       "      <td>-0.92</td>\n",
       "      <td>27.0753</td>\n",
       "      <td>-0.0224</td>\n",
       "      <td>0.374</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4123</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.1516</td>\n",
       "      <td>-0.039</td>\n",
       "      <td>-1.9961</td>\n",
       "      <td>0.0073</td>\n",
       "      <td>0.1762</td>\n",
       "      <td>1.4715</td>\n",
       "      <td>0.08</td>\n",
       "      <td>-0.0877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>0.0459</td>\n",
       "      <td>32.9511</td>\n",
       "      <td>0.4138</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.4807</td>\n",
       "      <td>-0.52</td>\n",
       "      <td>17.3526</td>\n",
       "      <td>0.0317</td>\n",
       "      <td>8.337</td>\n",
       "      <td>0.0639</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0361</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.5305</td>\n",
       "      <td>0.0322</td>\n",
       "      <td>-0.9964</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.6142</td>\n",
       "      <td>1.9741</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.1355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>0.0997</td>\n",
       "      <td>15.132</td>\n",
       "      <td>0.2067</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.8785</td>\n",
       "      <td>-0.57</td>\n",
       "      <td>9.0748</td>\n",
       "      <td>-0.0107</td>\n",
       "      <td>5.9175</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6011</td>\n",
       "      <td>0.16</td>\n",
       "      <td>-0.6214</td>\n",
       "      <td>-0.0327</td>\n",
       "      <td>2.2716</td>\n",
       "      <td>0.0066</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.7676</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.1662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>0.231</td>\n",
       "      <td>34.8593</td>\n",
       "      <td>0.5212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.1172</td>\n",
       "      <td>0.9</td>\n",
       "      <td>-31.7091</td>\n",
       "      <td>-0.0214</td>\n",
       "      <td>-0.0785</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5526</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.0771</td>\n",
       "      <td>0.009</td>\n",
       "      <td>1.3203</td>\n",
       "      <td>0.0025</td>\n",
       "      <td>0.4274</td>\n",
       "      <td>1.661</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>0.1058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>0.2897</td>\n",
       "      <td>32.7125</td>\n",
       "      <td>0.4677</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.207</td>\n",
       "      <td>0.28</td>\n",
       "      <td>-8.5475</td>\n",
       "      <td>-0.0019</td>\n",
       "      <td>2.753</td>\n",
       "      <td>0.009</td>\n",
       "      <td>...</td>\n",
       "      <td>2.2144</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.7461</td>\n",
       "      <td>-0.0344</td>\n",
       "      <td>-3.1439</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.1176</td>\n",
       "      <td>2.002</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.9703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>0.0541</td>\n",
       "      <td>54.3514</td>\n",
       "      <td>0.5953</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.8286</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-21.1466</td>\n",
       "      <td>0.0152</td>\n",
       "      <td>7.55</td>\n",
       "      <td>0.0466</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8025</td>\n",
       "      <td>0.56</td>\n",
       "      <td>-0.9415</td>\n",
       "      <td>-0.0351</td>\n",
       "      <td>2.6242</td>\n",
       "      <td>0.0132</td>\n",
       "      <td>0.0681</td>\n",
       "      <td>1.4322</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.8255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>0.033</td>\n",
       "      <td>24.9937</td>\n",
       "      <td>0.457</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.723</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>8.3475</td>\n",
       "      <td>-0.0078</td>\n",
       "      <td>4.0864</td>\n",
       "      <td>0.0124</td>\n",
       "      <td>...</td>\n",
       "      <td>4.4587</td>\n",
       "      <td>0.35</td>\n",
       "      <td>-2.0335</td>\n",
       "      <td>0.0391</td>\n",
       "      <td>1.7673</td>\n",
       "      <td>0.0011</td>\n",
       "      <td>0.5952</td>\n",
       "      <td>3.3219</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-0.8307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>0.1874</td>\n",
       "      <td>41.0313</td>\n",
       "      <td>0.7051</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.6818</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>8.5257</td>\n",
       "      <td>0.0165</td>\n",
       "      <td>2.9165</td>\n",
       "      <td>0.0274</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0805</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>1.2614</td>\n",
       "      <td>0.0613</td>\n",
       "      <td>-7.3734</td>\n",
       "      <td>0.0228</td>\n",
       "      <td>0.0166</td>\n",
       "      <td>3.0574</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.2288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>0.5853</td>\n",
       "      <td>28.681</td>\n",
       "      <td>0.4346</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0773</td>\n",
       "      <td>-0.43</td>\n",
       "      <td>12.1328</td>\n",
       "      <td>0.0634</td>\n",
       "      <td>4.4357</td>\n",
       "      <td>0.0148</td>\n",
       "      <td>...</td>\n",
       "      <td>3.3023</td>\n",
       "      <td>0.68</td>\n",
       "      <td>1.0669</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-1.1312</td>\n",
       "      <td>0.0005</td>\n",
       "      <td>0.7245</td>\n",
       "      <td>3.2062</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>0.1114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024</th>\n",
       "      <td>0.4304</td>\n",
       "      <td>17.7139</td>\n",
       "      <td>0.3613</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.4896</td>\n",
       "      <td>-0.46</td>\n",
       "      <td>7.6337</td>\n",
       "      <td>-0.0485</td>\n",
       "      <td>-0.4043</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>...</td>\n",
       "      <td>2.839</td>\n",
       "      <td>0.33</td>\n",
       "      <td>2.0761</td>\n",
       "      <td>-0.0588</td>\n",
       "      <td>-1.4986</td>\n",
       "      <td>0.0013</td>\n",
       "      <td>0.5675</td>\n",
       "      <td>2.6177</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025</th>\n",
       "      <td>0.7273</td>\n",
       "      <td>43.5802</td>\n",
       "      <td>0.5953</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.2799</td>\n",
       "      <td>0.49</td>\n",
       "      <td>-21.9348</td>\n",
       "      <td>-0.0536</td>\n",
       "      <td>1.9133</td>\n",
       "      <td>0.0087</td>\n",
       "      <td>...</td>\n",
       "      <td>3.1096</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>-2.1926</td>\n",
       "      <td>-0.0058</td>\n",
       "      <td>-0.768</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.7317</td>\n",
       "      <td>2.2345</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.2655</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 140 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          ASML                                                        \\\n",
       "        Mkt-RF                                                         \n",
       "     Intercept   Slope R Squared P Value Standard Error Factor Value   \n",
       "2005    0.2374 21.0167    0.2983     0.0         2.0389        -0.51   \n",
       "2006    0.4637   23.95    0.4075     0.0         1.8303        -0.51   \n",
       "2007     0.445 24.9855    0.2399     0.0         2.8185        -0.66   \n",
       "2008    0.2392 50.7538      0.54     0.0         2.9567          1.7   \n",
       "2009   -0.0069 48.5084    0.6237     0.0         2.3832        -1.01   \n",
       "2010    0.0721  38.517    0.5333     0.0         2.2788         -0.1   \n",
       "2011   -0.0121 42.6526    0.5421     0.0         2.4791        -0.41   \n",
       "2012    0.0494  16.807    0.1981     0.0         2.1474         1.71   \n",
       "2013    0.0789 27.0713    0.3234     0.0         2.4767         0.43   \n",
       "2014    0.0336 19.1977    0.1805     0.0         2.5868        -0.93   \n",
       "2015    0.0237 29.6476     0.309     0.0         2.8043        -0.92   \n",
       "2016    0.0459 32.9511    0.4138     0.0         2.4807        -0.52   \n",
       "2017    0.0997  15.132    0.2067     0.0         1.8785        -0.57   \n",
       "2018     0.231 34.8593    0.5212     0.0         2.1172          0.9   \n",
       "2019    0.2897 32.7125    0.4677     0.0          2.207         0.28   \n",
       "2020    0.0541 54.3514    0.5953     0.0         2.8286          0.4   \n",
       "2021     0.033 24.9937     0.457     0.0          1.723        -0.31   \n",
       "2022    0.1874 41.0313    0.7051     0.0         1.6818        -0.22   \n",
       "2023    0.5853  28.681    0.4346     0.0         2.0773        -0.43   \n",
       "2024    0.4304 17.7139    0.3613     0.0         1.4896        -0.46   \n",
       "2025    0.7273 43.5802    0.5953     0.0         3.2799         0.49   \n",
       "\n",
       "                                            ...            WMT               \\\n",
       "                     SMB                    ...            RMW                \n",
       "     Residuals Intercept   Slope R Squared  ... Standard Error Factor Value   \n",
       "2005   10.7425    0.0939  8.8928    0.1233  ...          1.796        -0.09   \n",
       "2006   11.9775    0.3102 17.0656    0.3611  ...         1.3648        -0.11   \n",
       "2007   16.1746     0.008  2.2537    0.0109  ...         1.0719        -0.29   \n",
       "2008  -86.9431    0.0056  -1.878    0.0054  ...         1.7491        -0.55   \n",
       "2009   49.8866    0.0018 11.9739    0.2082  ...         2.0204        -0.45   \n",
       "2010    3.9043    0.0491  9.8778    0.1391  ...         2.5069        -0.14   \n",
       "2011   17.5897   -0.0206   12.47    0.2553  ...         2.6908        -0.03   \n",
       "2012  -28.6029    0.0001  1.2117    0.0039  ...         1.8049          0.1   \n",
       "2013  -11.2643     0.015  6.5163    0.0628  ...         2.0735        -0.06   \n",
       "2014    17.971   -0.0311  6.4627    0.0393  ...          2.403        -0.11   \n",
       "2015   27.0753   -0.0224   0.374    0.0002  ...         1.4123        -0.12   \n",
       "2016   17.3526    0.0317   8.337    0.0639  ...         2.0361        -0.12   \n",
       "2017    9.0748   -0.0107  5.9175    0.0295  ...         1.6011         0.16   \n",
       "2018  -31.7091   -0.0214 -0.0785       0.0  ...         1.5526        -0.09   \n",
       "2019   -8.5475   -0.0019   2.753     0.009  ...         2.2144        -0.12   \n",
       "2020  -21.1466    0.0152    7.55    0.0466  ...         1.8025         0.56   \n",
       "2021    8.3475   -0.0078  4.0864    0.0124  ...         4.4587         0.35   \n",
       "2022    8.5257    0.0165  2.9165    0.0274  ...         3.0805        -0.54   \n",
       "2023   12.1328    0.0634  4.4357    0.0148  ...         3.3023         0.68   \n",
       "2024    7.6337   -0.0485 -0.4043    0.0002  ...          2.839         0.33   \n",
       "2025  -21.9348   -0.0536  1.9133    0.0087  ...         3.1096        -0.37   \n",
       "\n",
       "                                                                   \\\n",
       "                     CMA                                            \n",
       "     Residuals Intercept   Slope R Squared P Value Standard Error   \n",
       "2005    0.1642   -0.0439 -2.1194     0.016  0.0451         1.0525   \n",
       "2006   -0.1435    0.0279 -0.0551       0.0  0.9639          1.217   \n",
       "2007     0.669   -0.0525 -1.2987     0.005  0.2652         1.1631   \n",
       "2008   -1.2329    0.0095 -1.2431    0.0037  0.3343         1.2851   \n",
       "2009   -1.6639    -0.004  0.7914    0.0012  0.5786         1.4228   \n",
       "2010   -0.6877    0.0409  8.6101    0.0729     0.0         1.9417   \n",
       "2011   -0.5163   -0.0049  4.7646    0.0339  0.0034         1.6097   \n",
       "2012    0.3883    0.0297 -0.1319       0.0  0.9344         1.6015   \n",
       "2013   -0.0788    0.0002  5.5205    0.0461  0.0006         1.5882   \n",
       "2014    0.7205    -0.007 -0.0335       0.0  0.9854         1.8329   \n",
       "2015    0.1516    -0.039 -1.9961    0.0073  0.1762         1.4715   \n",
       "2016    0.5305    0.0322 -0.9964     0.001  0.6142         1.9741   \n",
       "2017   -0.6214   -0.0327  2.2716    0.0066     0.2         1.7676   \n",
       "2018    0.0771     0.009  1.3203    0.0025  0.4274          1.661   \n",
       "2019    0.7461   -0.0344 -3.1439    0.0098  0.1176          2.002   \n",
       "2020   -0.9415   -0.0351  2.6242    0.0132  0.0681         1.4322   \n",
       "2021   -2.0335    0.0391  1.7673    0.0011  0.5952         3.3219   \n",
       "2022    1.2614    0.0613 -7.3734    0.0228  0.0166         3.0574   \n",
       "2023    1.0669     -0.09 -1.1312    0.0005  0.7245         3.2062   \n",
       "2024    2.0761   -0.0588 -1.4986    0.0013  0.5675         2.6177   \n",
       "2025   -2.1926   -0.0058  -0.768     0.001  0.7317         2.2345   \n",
       "\n",
       "                             \n",
       "                             \n",
       "     Factor Value Residuals  \n",
       "2005         0.08    0.0993  \n",
       "2006        -0.06   -0.0447  \n",
       "2007         0.12    0.2376  \n",
       "2008         -0.1    0.0461  \n",
       "2009         0.17   -0.1771  \n",
       "2010         0.13   -1.1512  \n",
       "2011         0.03   -0.0301  \n",
       "2012        -0.26    0.0776  \n",
       "2013        -0.22    1.3678  \n",
       "2014        -0.26    0.0898  \n",
       "2015         0.08   -0.0877  \n",
       "2016         0.04    0.1355  \n",
       "2017         0.13    0.1662  \n",
       "2018        -0.13    0.1058  \n",
       "2019         0.21    0.9703  \n",
       "2020        -0.22    0.8255  \n",
       "2021         0.45   -0.8307  \n",
       "2022        -0.02   -0.2288  \n",
       "2023        -0.08    0.1114  \n",
       "2024         0.02     0.808  \n",
       "2025         0.17    0.2655  \n",
       "\n",
       "[21 rows x 140 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fama_and_french = companies.performance.get_fama_and_french_model(\n",
    "    period=\"yearly\", method=\"simple\"\n",
    ")\n",
    "\n",
    "# Show the Fama and French 5 Factor Model Results\n",
    "fama_and_french"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a115f9e1",
   "metadata": {},
   "source": [
    "With these calculated, it is possible to plot the R-squared over time to show the explanatory power of each factor for each stock."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2e785471",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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V1c7OzuJ3ypYtm3rQoEHqb9++RXv9X716pdvm5eWlrlevntrBwUFcR89HTp8+LdbpZ1QjRowQ19HvFhN6DO3j/O69iPp7aC1btkxdrFgxtY2NjRhbgQIF1IMHD1Z7enqK62/duqVu06aNOmPGjOL3TZUqlbp+/frqGzduqGNjwYIF4vW2sLBQp06dWt2rVy/x+Yto9OjRYqyfP3/+5WPR2Ggcv1K5cmUxxtDQUPEeVahQ4Ze3z5Ili/h8Rnwvtm/f/sv70PtKt/vZsn79+l/enzHGGGPGR0L/GCoQyBhjjDHGGGOMMcaYOeGacYwxxhhjjDHGGGOM6QkH4xhjjDHGGGOMMcYY0xMOxjHGGGOMMcYYY4wxpiccjGOMMcYYY4wxxhhjTE84GMcYY4wxxhhjjDHGmJ5wMI4xxhhjjDHGGGOMMT2Rw8yoVCp4enrCwcEBEonE0MNhjDHGGGOMMcYYYwakVqvx/ft3pEuXDlJp4uetmV0wjgJxGTJkMPQwGGOMMcYYY4wxxpgR8fDwQPr06RP9ecwuGEcZceTVq1dwcnIy9HAYY2YqLCwMx44dQ82aNWFhYWHo4TDGzBTvixhjhsb7IcaYMfjy5QuyZMmiixklNrMLxmmnptILnCxZMkMPhzFmxgeetra2Yj/EB56MMUPhfRFjzNB4P8QYM5Z9EdFXOTNu4MAYY4wxxhhjjDHGmJ5wMI4xxhhjjDHGGGOMMT3hYBxjjDHGGGOMMcYYY3pidjXjYtvSVqFQQKlUGnooZolqRchkMkMPgzHGGGOMMcYYYyzBcTAuitDQUHz48AGBgYGGHorZooKJ1ErY3t7e0ENhjDHGGGOMMcYYS1AcjItApVLh1atXIisrXbp0sLS01FsnDRaelfj582e8e/cOOXLk4Aw5xhhjjDHGGDMRSqUK3p8DkToNJ1YwZvTBuIULF2L69Onw8vJCoUKFMH/+fJQsWTLG21auXBlnz56Ntr1u3bo4ePDgH2fFUUAuQ4YMor02M4yUKVPi9evXorUwB+MYY4wxxhhjzPiFhSnRvMl2nD75Gr37FseU6dUNPSTGjJbBGzhs3boVAwYMwOjRo3Hr1i0RjKtVqxY+ffoU4+137dolppFqlwcPHoiATYsWLRJsTFKpwV8Ws8bZiIwxxhhjjDFmWsb8d1YE4siiBTeweuUdQw+JMaNl8KjTrFmz0L17d3Tu3Bl58+bFkiVLRFbaqlWrYry9k5MT0qRJo1uOHz8ubp+QwTjGGGOMMcYYY4zFzqEDzzB/7rVI2wb+ewzXrr432JgYM2YGnaZK00Jv3ryJYcOGRcpKq169Oi5fvhyrx1i5ciVat24NOzu7GK8PCQkRi5afn5/4SVMgaYmI1qlmGU1VpYUZBr329D7wNFWWlGn3P1H3Q4wxpk+8L2KMGRrvh0yfx1s/9OweXjKqUOFUuHvnE8LCVGjfZjdOnWuP1Klj/r7OmLHQ9z7IoME4b29vKJVKpE6dOtJ2Wn/y5Mlv73/t2jUxTZUCcj8zefJkjB07Ntr206dPR6sLJ5fLRbadv7+/CBQmVfXr10eBAgXEa2OM6LUPCgrCuXPnoFAoDD0cxhIVZfcyxpih8b6IMWZovB8yTQqFGhPGvIavb7BYL17SAX36OWHqRH88eRwIrw/+aFx/LYb9lwlyOZcjYsYrMDDQ/Bo4xBcF4Sio9LNmD4Sy7qgmXcTMOGrQUKVKFTg7O0e6bXBwMDw8PGBvbw9ra2uYEprmu27dOvTo0QOLFy+OdF3fvn3Fto4dO2L16tUi6EidYpMlS/bTx/L19cXu3bt/+ZzUZCFbtmy69RQpUoj3Y9y4cahQoYJuOwVDaVtUR48eFVmQUdH7YGNjg4oVK5rc+8BYXM680EFnjRo1YGFhYejhMMbMFO+LGGOGxvsh0/bf8DN48VwTiMuU2RHbdrSHY3JrlCkTiKoV18PzvT+eugfh4jlrTJ1RzdDDZeynfHx8YDbBOBcXFzEN8ePHj5G20zplqP1KQEAAtmzZEmOQJyIrKyuxREU7+qg7e8rSo+YBNFXW1Jo40LgpyEgNMebMmSOCWdrA1ubNm5ExY0bd76a9/c9+R7ruV9draa8/ceIE8uXLJzIdJ06ciIYNG+Lp06e6jEd6LLqebhe1/l9Mz0Hb6D4xvUeMJTX8OWeMGQPeFzHGDI33Q6bn4P6nWLTgprhsaSnDuo1N4JLSQaynS+eIjVuaoXb1DQgJUWLFsjsoVjwd2nUoaOBRMxYzfe9/DBpxouysYsWK4eTJk5HqhdF6mTJlfnnf7du3i1pw7du318NITUPRokVFQI46zmrRZQrEFSlS5Kf3O3jwIBwdHbFx40aMGTMGa9euxd69e3VBuTNnzvzyeSnDkIKn+fPnx/Dhw0X24dWrV2OcAhxxofefMcYYY4wxZr5u3viAG9e/Q6VSG3ooLA7evPFFrx7hdeImTqmKIkUjJ9QUK54Ws+bW1K3/8/dR3Lr5Qa/jZMxYGXyaKk0hdXNzQ/HixcV0U8rqoqw3mipJaGqlq6trtPpmNEW1cePG0aaaJoZK5dbgo1cA9C11GjucvdgpTvfp0qWLmIrarl07sU5daem1/FlAbdOmTejZs6f4SbXkqF7e48ePRUCNHkebwRYbVOeNpsoSDrQxxhhjjDHGfiYsTIn/hp/GogU3xPoX7+NYsLiuSAZgxi00VIlO7ffC11fTKLFxk1zo0bNojLft4FYIt255YeWy2yJDrn3r3Th3qRNcUkau386YuTF4MK5Vq1b4/PkzRo0aBS8vLxQuXBhHjhzRTXF8+/ZttKmM7u7uuHDhAo4dO6aXMVIgztPzO0wBZQpSnbw3b96I9YsXL4rpvDEF4xYuXIgRI0Zg//79qFSpkthG9fJoiitlHf5uqrBW2bJlxXtEBQ+pCyplO1arFrkewP3798Vja+XNm1c04GCMMcYYY4yZF8/339Gpw15cufxOt2392vvImy8V+vxdwqBjY783euQZkdFIMmdJjvmL6/wyiDp1enU8uPcJV6+8x7t3fnBrvwd7D7aGXG5apaEYS1LBOG2DAVpiElMQKVeuXCLoo88MNUOIz/OmTJkS9erVw5o1a8RrRJepNl9UO3bswKdPn0SwrkSJ3//Bq1OnDs6fPy8uZ8qUCQ8fPtRdR3XqcufOLTrbDh48WDx31PnW9J7t27dPtx5THT/GGGOMMcZY0nb2zGt0cduHz580nQspIKNQqMTlEUNPIUdOJ9SsFd4kjhlfnbiF86/r6sSt3dAYjo6/brpHt1u/qQkqll0DLy9/nD/3FqNGnMakqdzQgZkvowjGGbu4ThU1NJqqqg1uUvZbTKiG3K1bt8Q0Vpoi/Lt08BUrVohpqCRqoI3q1OXIkUMsCoUCTZo0EYG5iAE3mraaPXv2BPjtGGOMMcYYY6aGasLNmnEZE8ae19WHy5AhGVaurY8F849i324fsb1Lx304caYDcueJnlDADOv168h14iZNjV4n7mfSpLXH+k2NUbfWJoSFqbBg3nUULpIGLVvnS8QRM2a8OC80CapduzZCQ0NFm/BatWrFeJts2bLh9OnTolHD33//Hek6CpxRZ9mIqG4fBdNoocy4n2nevLlo1rBo0aIE+m0YY4wxxhhjpuzr12C0brED40af0wXiqtfMinOXO4si/81apET9hjnEdj+/ELRstgM+3prMOWacdeKaNM2N7n/FXCfuZ0qVSY9pM2vo1v/ufRj37n5M8LEyZgo4GJcEyWQy0YTh0aNH4vLP5MyZUwTkdu7ciX/++Ue3PXPmzLh3756ozeft7S2CerFFGXb9+vXDlClTRA05xhhjjDHGmPm6c9sLlcquxpFDL8Q6TcgZ/l957NjdAs7ONmKbVCrBoqV1UKiwpm7461e+aN9mtwgAMeNA00q1nVCzZE2OeYtqx6vZRpduhdGxU0FxOShIgfatd8HHRzMDizFzwsG4JCpZsmRi+R2q5Xbq1Cls3rwZ//vf/8S27t27i+00fZVq0FFdubig7rgUwFuwYEG8x88YY4wxxhgzXVS/es2qO6hRZT1ev/4mtjk522Dn3pYYOry8CMBFZGdngS3bm+nqZl+84IEB/Y/qtVY4i9n+ve66rrexrRP3MxTAmzG7psiIJPTZ6NppH5RKTd1AxsyFRG1mezc/Pz84OjqKjC9nZ+dI1wUHB+PVq1fIkiULrK3jt3Nhf47fB2YOKGB96NAh1K1bN1odRsYY0xfeFzHGEkNgYJgIpG3a8EC3rXiJdFi7oREyZHT85X7oxnVP1K25CcHBCl1dsr79Sur9d2DhdeIqlF6Nb98001NnzqkZ5+mpMXn/zg8Vy63RNfIYMLA0xoyv/MePy1h8+fj4iOaX3759i1Vi05/izDjGGGOMMcYYYwnixYuvqF55XaRAXI+eRXHkRLtogbiYUNBu4ZK6uvWRw07j6BHNFFdmmDpx2kBc02a50a1HkQR5bNf0ybBuY2PRTZfMmnEFu3c+SZDHZiw+tF2d9YWDcYwxxhhjjDHG/tiBfU9RqewaPLj/Wazb2lpg5ZqGYloiTW+MrRat8mLwsLLisqbD6l48fqR5TKY//w2PWieuTrzqxP1MufIZMXFKVd16778O4tFDfp+Z/j1190H5Mmv0+pwcjGOMMcYYY4wx9kcZJSOHnULbVrtEN1SSM5czzlxwE4G1+Bg+sgIaNc4lLn//HopWzXbA+zM3iNOXfXvcsXihpk6clZVMZLElS2aV4M/Ts3cxtG6bT1wOCAgTnyFf3+AEfx7GfmXq5Ivw8gyAPnEwjjHGGGOMMcZYvHh98EeDOpsxb8413bamzfPg9PmOyJ3HJd6PSw0elqyoh8JFfnRYff0N7dvs4g6revDqlS/69DykW58yvToKFU6TKM9FmXZzF9TWddJ9+eIrunXeLzIiGdNXVtyObY+gbxyMY4wxxhhjjDEWZxfOv0X5MqtF51NC9b+mzayO1esawsHhz7Oo7OwssXlbM6RJYy/WL118h3/+PsIdVhNRSIgCndrvCa8T1zwPunQrnKjPaWNjgY1bmopuu+TYkReYNOF8oj4nYxGz4gyxS+FgHGOMMcYYY4yxWKNg2NxZV0VG3KePmqldrq4OOHy8HXr2Lp6gdcWo0P/m7c1gbS0X6xvW3ceCueFZeCxhUcOM27e8xOWs2VJg3sLaCfp+/kzGTI5Ys76RyIgk0yZfwsH9TxP9eZl5exohK87JSRMM1hcOxjHGGGOMMcYYixWq59Wu1S78N+I0lEpNOkmVqplx/nJnlCrtmijPWax4WixeVk+3PnL4aRw+9DxRnsuc7d39BEsX30z0OnE/U7lKZoyfWFm33qPrAREsYUwfWXE9eiVMp+DY4mAcY4wxxhhjjLHfun/vIyqVW4MD+5/ptlHX0137WsIlpW2iPnezFnkwZHg5cZm+PHd128edNxO8Ttxh3frUGdVRsJCmjps+9e1fUrzX2sYdEZuCMJZYWXHOLjZo37EA9ImDcYwxxhhjjDHGfmnj+nuoVmk9Xr30FevJU1hj++4WGDmqImQy/XytHDaiPJo0zS0u+/tzh9WErhOnDXpRMKxz18StE/czNCV2weI6yJc/pS5g0rPbAW7owBI1K67/P6Vgb28JfeJgHGOMMcYYY4yxGAUFheHv3ofRq8chBAcrxLYiRdPg/OVOqFU7m17HQvXEFi+vJ56fvHnzDe1a7xLBJBZ/I4ae0tWJy5Y9hehuqo86cb9q3LFxa1MkT66ZIkuZmDOmXTLYeFjSz4rr9ldRvY+Bg3FJyOfPn9GrVy9kzJgRVlZWSJMmDWrVqoWLFy+K6zNnzix2qlu2bIl233z58onr1qxZo9umvT0tMpkM6dKlQ9euXfH161e9/l6MMcYYY4wxw0xdrFl1A9auvqvb1rV7ERw71R6ZMiU3yJhsbS0idVi9fIk6rB7lDqvxtGfXEyxbcstgdeJ+JmvWFFi5thG0McGJ487j6JEXhh4WSyKmGjgrjnAwLglp1qwZbt++jbVr1+Lp06fYt28fKleuDB+f8KKXGTJkwOrVqyPd78qVK/Dy8oKdnV20xxw3bhw+fPiAt2/fYuPGjTh37hz69eunl9+HMcYYY4wxZhiHDz5DpbKrcffOR7FuYyPH0pX1MXteLVhZaTqbGko6V4dIHVY3rr+P+XO4w2pcvXz5FX17hdeJmzazBgoU1H+duJ+pUTMrRo2tJC5T4KRbp3148YITQ5jpZ8URDsYlEb6+vjh//jymTp2KKlWqIFOmTChZsiSGDRuGhg0b6m7Xrl07nD17Fh4eHrptq1atEtvl8uh/VB0cHESGnaurq3hcNzc33LqlOXPCGGOMMcYYS1oUChXGjjqLVs13wtc3RDd18dS5jmjTNj+MBXVYXbI8vMMqdXelACKLHZpyHLFOXPOWedGpSyEYmwEDS6Nho5zi8rdvIaKTL9ULZMyUs+KIYU9pmIilpY7B3ytY789rn8Yaf12tGbvb2tuLZc+ePShdurSYphqT1KlTi6mrlD03cuRIBAYGYuvWrSJAt27dul8+x/v377F//36UKlUqXr8PY4wxxhhjzHh9+hiALm57ce7sW922Ro1zYeHSukYxdTGqps3zwN3dB5MnXNB0WO20H8dPt0e+/KkMPTSTqBN357Ym6zF7DifMXVDLoHXifobGRHUC6X12f+IjOuj2+esQ1mxoZJTjZcbtqZFkxRlFZtzChQtFbTJra2sR5Ll27dpvM8D69OmDtGnTioBTzpw5cejQoUQdIwXi/N4H6X2JSwCQstqo3hsF2ZInT45y5cph+PDhuHfvXrTbdunSRdyW6irs2LED2bJlQ+HCMXfLGTJkiAjy2djYIH369GKHN2vWrD96PRljjDHGGGPG5fJFD5QvvVoXiJPJJJg0tSrWbTKOGmI/M3R4OTRtFrnD6udPAYYellHbvfMJli/VzHaiqb5UJ87BwXjfYxrbpm3NdJ/D3bueYO6sq4YeFjNBxpIVZ/BgHGVkDRgwAKNHjxZTHwsVKiSytj59+hTj7UNDQ1GjRg28fv1aBJHc3d2xfPlyMYUysTPUkrna6H2h541rzThPT09RK6527do4c+YMihYtGqkpA6lXrx78/f1F/TeaokrBuZ8ZNGgQ7ty5I4J6J0+e1N1fqVTG89VkjDHGGGOMGQs6Qb9g3jXUrbUJXl7+Yhs1Rzh0tC369itp9NlHNL5Fy8I7rL5964d2rXdzh9WfoJprfXuFJ7NMm1kd+QsYfyZhjhxOWL6qvm59zKizOHXylUHHxEzLUyPKijP4NFXKsOrevTs6d+4s1pcsWYKDBw+KANHQoUOj3Z62f/nyBZcuXYKFhYXYRll1vxISEiIWLT8/P/EzLCxMLBHROv0xUqlUYtHqfrk6DCXiOGLD0tIS1apVE8uIESPE60vBzo4dO4rr6feTSqVo37692H716lXs3LlT9zxRf3dnZ2dkzZpVXKYMOnrPKOuOAnPVqyfO60LPT+Ok94O6uDKWFGn3P1H3Q4wxpk+8L2LMvFG9sH59jmL/3vBaa+UrZsDyVfWQKpWdXvYNCbEfoq+G6zc3QvXKG+H1wR9XLr8TAaeFS2obfTBR33Xi3NrtxvfvmpprzVvkRtv2eU3mb0D1mpkxZFgZTJ18GSqVGp077MXJs+2RKbOjoYfGTMCUied1WXF9+xWHlZUk0mdf3/8PDBaMoyy3mzdvigYDWhQkogDP5cuXY7wPZXyVKVNGTFPdu3cvUqZMibZt24qplD8L2kyePBljx46Ntv306dOwtbWNNtWTmhVQ1hiNLymgQBr9PhSEpCBXcHCwuNyiRQvMnDkTTZo0Ea8dbaMAmPZ6EvH2WrROqENrxO0JiV77oKAgkbmnUPAZLZa0HT9+3NBDYIwx3hcxZoY83gZj3qz38PIK/97ToJEzmrW0w40bZ01yP9Srrwsmjg1AaKgaWzc/AiTeqN/QOUHGlxSsWeWFe3c13UjTprNErXpqHD4c3k3VFOQtoEaRYva4fdMfX78Go3GD9Rg1LjOsrAxegYsZMc/3Idi546W47OAgQ/qMn6KVO6N6+mYRjPP29hZTHamhQES0/uTJkxjv8/LlS5w6dUp0/qQX7vnz5+jdu7eIYFKWV0wo2EdTYbUogJQhQwbRGZSyviKiQBN1GaUaaVTDzpRQcKxVq1bo1KkTChYsKLqg3rhxA/Pnz0ejRo2QLFkyEeyk34sulyhRQkwHpoAk1YMjdNZIez2h29NrSx9KCtTRazNu3DgRBKWgqfZ2CY3eBxpTxYoVTe59YCy26P8WHXTS1Httpi9jjOkb74sYM08UqBo/+jiCgjQnvpM5WmHxsjqoXSebye+HMqR3Rxe3A+Lyts2f0KBhGdSpmx3mjurEnTz2WFcnbuuO1siXPyVMUcUKIaheZSNePP+Kt29CcOSgFEuW1+EsSPZTf3U9qMuKGzCoLJo2LRljTEWfTKqbKmVqpUqVCsuWLRPZXMWKFRMdPqdPn/7TYBw1eYipsyjt6KPu7Ck4SP+BKQhFiymhwBg1wJg7dy5evHgh/qhR0JGmqVIjB+3vo/39CAXVoor6u9Prqn1t6fYUxDt27FiM900o9Pw0zpjeI8aSGv6cM8aMAe+LGDMPVEdt6KCTWLn8tm5bocKpsW5TE2TJkjxJ7Ieat8yP5899MWm8psPqX10P4fjpDiZRFy2xPH/+Bf/2C888nD6rBgoXSQdT5exigc3bmqFqxXWiaceObY9RrHg69Pm7hKGHxoy0VtzOHU90teL+6lUixn2Nvo+DDBaMc3FxEQG1jx817ZS1aJ2misaEOqjSCxRxSmqePHng5eUlpjZSvTRzRQFHmpJLy89Q44vfdaqNy+0ZY4wxxhhjpuHNG190bLsHt2956ba5dS4kAjOUKZWUDBlWDu5PfLBz+2MEBISJDqunz7shVWo7mGOduE7t9+jqxLVqkw8dOxWEqcudxwVLltdD+za7xfrIYadQsFAqVKiYydBDY0ZmqhF1UI3IYOlfFDijzDZth05t5hutU124mFDjAJqaGrHBwNOnT0WQzpwDcYwxxhhjjDH2M0ePvECFMmt0gTgKvi1aWhfzF9VJcoE4XYfVpXVRtFhase7hQR1Wd4nAlLkZNuQk7t39JC7nyOmE2fNqJZnpnA0b58LAwZrYgVKphlv7vfB4+83Qw2JG5KmRdVCNyKBzMamW2/Lly7F27Vo8fvwYvXr1QkBAgK67KnUAjdjgga6nbqr9+/cXQTjqvDpp0iTR0IExxhhjjDHGWDilUoUJ486hRZPt8P2qacSWJWtynDjTAe07mn521K/Y2NBUxqZIl85BrF+98h79+hwWtbDNBWUGrlymmZJsYyPHuo2NjSYrKKGMGFUB1WpkEZe9PweKTDlzDLoy08qKM3gwjhoOzJgxA6NGjULhwoVx584dHDlyRNfU4e3bt/jw4YPu9lQD7ejRo7h+/bpoUtCvXz8RmBs6dKgBfwvGGGOMMcYYMy4UmGjaaBumTb6k21a/QQ6cvdgJBQtFbqKXVKVN54AtO5qJQBTZsukh5sy8CnOpE/d37/BOqTNm10C+/Emvbp5MJsXKNQ2R+UfNQ8r+/LffUbMKujLTy4ojBs9J7tu3r1hicubMmWjbaArrlStX9DAyxhhjjDHGGDM9lAVGdcLev/8u1mUyCcaMq4x+/5ZMMlMUY6twkTRYuqI+OrbbI9bHjDqDnLmcUK9BTiRVlBnm1m6PaG5AWrfNl6QzIZ2cbLBpa1NUr7wegYFh2Lj+vpii3N3Igi9Mv6YacVYcMa2WoYwxxhhjjDHGYkTZQIsX3kCdGht1gThqWrD/cBv0H1DK7AJxWo2b5hbTGQl9Oe/WeT/u34vcSDApGTroBO7f09SJy5nLGbPmJp06cT9D3XIXLK6jWx8y8AQuX/Qw6JiY4Tw18qw4wsE4xhhjjDHGGDNxlAXVueM+EYRQKDQN78qVz4ALlzujfIWMMHeDh5ZFsxZ5xGVNh9Wd+Ojlj6Rm+9ZHWLXiTpKuE/czzVvmRb9/SorL9H+gQ7s98PwRlGbmZaqRZ8URDsYxxhhjjDHGmAl78tgblcuvxa4dj3Xb+v9bSmTEpUlrb9CxGVuH1WLFNR1W373zQ9tWSavD6rNnX9C/7xHd+sw5NZE3X0qYkzHjK6NylUzi8qePAejQdjdCQpLOe8ySRlYc4WAcY4wxxhhjzGT4+ATB4+030SmUaTKhqlRYK76AkmTJrLBxSxOMn1QFcjl/3YveYbUZXF01HVavX/MUTQ6SQrH/oKAwUSdQWyeuTbv8aNehAMwNfeZXr2uEjBmT6d5jyhZl5mOqCWTFGUUDB8YYY4wxxhiLjdOnXqNFk+0IDVXCwkKK9BmSIXPm5MiU2RGZ6Gcmzc/MmR3hktI2SdfJotdg+JCTWLbklm5b/gIpsW5TE2TP7mTQsRkzyhSkDqu1qm0Uxf63bn6I3Hlc8L9BZWDKhg46qasTlys31YmrmaQ//7/i7GKLDVuaombVDSLzkabtFimaFm6dCxl6aCyRuT/xNomsOMLBOMYYY4wxxpjRo8BJv96HRRCKhIWp8Oqlr1hiYmdngYwiOOeITJk0AbuIgTvKIDNV7zz8RHfQG9c9ddsoC4qmJdraWhh0bKagUOE0WLayPtq32S3Wx446i5w5ndCgUS6Yom1bHmL1ysh14uzsjDMbSJ9ddOcurI2/uh4Q6//755iYsluiZDpDD40loqmTL5lEVhzhYFwS0alTJ/j6+mLPHk3Lbq0zZ86gSpUq+Pr1K+7cuSMuJ0+eHB8+fIC1tbXudtevX0fJkppil9o07Yj3pfswxhhjjDFmKDOmXsKbN9/EZcqAc0hmiTevv+H7d820vKioSP/jR95iiUkKJ2tNcC6TIzJnoSBdeKCOprhZWRnnV6WTJ16ha6d9+OITJNatrGSYMbsmOnYqaLaZUPHRsHEu/DemIsaPOSfWu3c5gKMnHUWgzpQ8e+qDf/4+qlunjLg8ec2rTtzPtGmbH7dvfsCSRTdFEL9Dm904e9ENqdNwHcWkmhW3c7tpZMUR4/wLwxKVg4MDdu/ejTZt2ui2rVy5EhkzZsTbt28NOjbGGGOMMcZi+pI1d/ZVcZmmp+7c2xI5czmLk8hfvgTjzWtfEZgTP998w+sf62/ffNNl0kX19Uswvn7xwu1bXtGuo5hW2rQOP4Jz4VNftVNh07k6QCbTbz02lUqNaVMuYvKEC7rMDxrL+s1NRBYQi7uBg8uI5hdUd48yL1s334kzF0wnWEN14twi1Ilr257qxBU09LCMysQpVcX03YsXPODp+V28XtTYxMJCZuihMTPOiiMcjDNDbm5uWLVqlS4YFxQUhC1btqBfv34YP368oYfHGGOMMcaYDgXcBvQ/Jqalkv4DSotAHKFMMGdnG7EULabpkhk1gOX1wV8E6V5TkO6Vb4TA3Te8f++n+/IW+TkhvrjTcvnSu2jX67teHTWt6N5lP04ce6nbVrtuNixd0QApUoTPdmFxQ+/RgsV1xFRnmvL7/v13tGm5C4eOtYW1tfF/VabGBA/ufxaXqe4dTVNmkVHQbe2GxqhYdo34/3zp4jsMH3IK02fVMPTQmBlnxRHj38MYgcd/L0DY1+96f16LFA7IM79vgj9uhw4dMH36dJEFR9lwO3fuRObMmVG0qPF/YBljjDHGmHnZuuUhzp/TzN6gQNegIbEvtC+VSkQWGy1lymWIdj1lzXl4+EXKrHsdIcPO+3NgjI+rz3p1FCRya7dHjFP7O9H0yn//V1pcZgnRYbUpqlRYh3fv/MTr3afnIaxY3cCop/1S44k1q+6Ky1QnkOvE/Vyq1HbYsKUJalffKP7PL118E4WLpkG79ubXbdYcsuL++be00WfFEQ7GxQIF4sK8NX/8jNmBAwdgbx85pVqpjJ6WnypVKtSpUwdr1qzBqFGjRJZcly5d9DhSxhhjjDHGfu/r12CMGHpKtz59dk0RPEkolpYyZMuWQiwxoel/NNU1UpCOfr7xTbB6dRFr1VGwMUNGR5GVRRmBK5bdxtBBJ3RZgZRxt3pdQ1SqnDnBXgMGMS2VOqxS902arkrTVvPkdcHAwWVhjJ66U524I7r1mXNrisw49nPFS6QT9fT69jos1v/pewR586ZEkaI8xTvpZcUVgSngYFwsM9RM4Xmp2cLixYsjbbt69Srat28f7bYUfOvfv7+47vLly9i+fTvOnz//x2NmjDHGGGMsoYwbcxafP2my0xo2yolatbPp9fkpu4I6MNISVWLVqyNp09ojhZMNHj3UTEEkpcukx5r1jUSWH0t4BQulxvJV9dGutabD6rjR55Azp7No9GBMKFhInXQp4KvtossZXrHTsVMh8X9u5fLbCAlRon3rXTh7sZMIcrOkkxVnZyIZohyMi4XEmCqaGOzs7JA9e/ZI2969i17jglBmXI8ePdC1a1c0aNAAzs6auhuMMcYYY4wZA5ouuGr5bd20zynTq8OYxLVeXaSgnahX913cJiYfPviLRavP3yUwbmJlLjqfyBo0yoVRYyuKQBzp0fWAyFo0pg6rVCdOG6Sl7D2uExc3U2dUFw0drl19L6Z+d+64F7v3t4Jcrt+GLMy8s+IIB+PMlFwuR8eOHTFt2jQcPqxJ1WWMMcYYY8wYKJUqDOh/VJftMHxkedEwwZTEpl4d1SiLGKB7HWEaLGUEpk5jh+kza6Bx09wG+R3M0f8GUYdVH2zb8lDXYfX0eTekSWv4DqtbNj/A2tXhdeKoMQH9ZHGbmr5+U2NULLcGH70CcPbMG4weeUZ0XWWmZ6qJZsURDsaZMeqcOmjQoN9mxd2/fx8ODg6RzgIWKlRIDyNkjDHGGGPmiGql3bn9UVymKaI9+xRHUgwKZM2aQiwxoUCQjY3cqJsIJO0Oq19x/Zq2w+pO0WE1IesVxqdO3L9/H9Wtz5rHdeLiK206B6zf2AT1am8S9Rjnz72GwkXSoEWrvIYeGjOTrDjCuZhmzNLSEi4uLr/9A1+xYkUUKVJEtxQrVkxvY2SMMcYYY+aFpnaOH6OZJkjmzKtlltMzKeOJA3GGQQ00Nm1tivTpNdmYN298QJ+eh0WdQGOoE9fBrSDatuM6cX+idNn0YsqqVt9eh3D/nuYEADMNU004K45wMC6JoM6oe/bsiba9cuXK4o9G8uTJI12OSePGjSP9gdHePuqiUCgS9XdhjDHGGGPma/jQU/DzC9EFHehLM2OG6rCqnQa6Y9sjTJ96ySBjGfy/45HqxE2fVcMg40hqunYvIvYxJChIgXatduHLlyBDD4uZQVYc4WAcY4wxxhhjzCicPvVaBD1ICidrjJtQ2dBDYmbeYXXF6ga69Qljz2Pv7id6HcPmTQ+wbs09cZkCg+s2cp24hEKZp9QAQ9uA5fXrb+jitk/UrGTGbaqJZ8UZTTBu4cKFyJw5M6ytrVGqVClcu3btlxlg9J8m4kL3Y4wxY0Rd0gICQuH9ORAeb7+Jeh93bnvh6pX38PoQarDpDowxxpixCQlR4H//HNOtj59YBc4utgYdE2P1G+bEmHGVdOvUYZWO5fSV/ROxTtzs+bWQKzfXiUvoKckbNjeBS0rNvubUiVci6MqMl3sSyIozigYOW7duxYABA7BkyRIRiJszZw5q1aoFd3d3pEqVKsb7JEuWTFyvxbUUGGNxQQEwKtZK9TeCaAlWiJ+BgQoEB2t+Rt4ehuBghW675nLk+1Jqe1DQj8cIUiAwSHN9SIjyl2OZPH4RSpRyRUmxpEOx4ulgb296Z3YYY4yxPzVn1lU8f/ZFXC5V2hXtO2qmjzFmaP8OLI0nT7yxZdNDccxHHVbPXEjcDqvaOnH0k3TsVBBt2uZPtOczZ9SpmTIOG9TZDKVSjZnTL6NQ4dTcxdhITU0CWXFGEYybNWsWunfvjs6dO4t1CsodPHgQq1atwtChQ2O8DwXf0qRJo+eRMsb0dVb8u19ohABY/AJm4UGyH4Ey3TbNY1LGmjH48iUYRw+/EAuRSiXIlz8lSpRMpwvSZc+egk86MMYYS9JevvyKGT/qcclkEsyeV0v8TWTMGNBx2LyFdfDyhS+uXX0PT8/vaN1iJw4fT7wOq4MGHMfjR966jsLTZnKduMRUvkJGTJxSFUMHnRTrvXocRK7czsiTN6Whh8aSYFacwYNxoaGhuHnzJoYNG6bbJpVKUb16dVy+fPmn9/P390emTJmgUqlQtGhRTJo0Cfny5YvxtiEhIWLR8vPzEz/DwsLEEhGtU8YMPS4tzDDotddkLoVBJjO/zlnmgN5fH58gPHv6RSxP3TU/nz37grdvvunOdJhimruNjRw2tnLYWFtoftrIYW1jAdsf261pu40cFhYSXLv2HG9fK0RATouChPfvfRLLqhV3xDYnJ2sUL5EOxUumFUG6osXScPYcYyxBaI+Foh4TMabv44L/9T+qyybv2bsocuVOwZ9LM2Eq+yH6WrJ2YwPUqLIR7zy+49bND+jV/QCWraqX4CdNKQNv/VpNnTg7OwusXFsPFhbG/xqZum49CuHmDU9s3/pYdK5t23IXjp9uC8fkXBbLWEyZeEH3XfHv/iVgaSlJsP8X+v7/JVEbsGCRp6cnXF1dcenSJZQpU0a3ffDgwTh79iyuXr0a7T4UpHv27BkKFiyIb9++YcaMGTh37hwePnyI9Omjd1oaM2YMxo4dG237pk2bYGsbuQaFXC4XGXcZMmSApSV/0TVkkNbDwwNeXl7cudXEUZq39+cweL4PgadnKD54hsDzPf0Mhb//r6dvJhSpFLC0ksLKUiJ+0g7b0lKqu2xlKYUF/Yx03Y+fuu0/rotwG6sIt6HtFFyLzxl82gV/9ArD82eBePY0CM+fBcHjbcgvA5J0vJchoxWy57BBjpw2yJbdBmnSWnL2HGOMMZN07Yof5s95Ly47OckxdVY2WFsbRWlrxqJ58yYY40e9RkiI5mCtWQsXNG6WcNlT79+FYNSIVwj98fg9+6ZDufKOCfb47NdCQlQYP/o13rzWJPQULmqPfwem50xdI/D+fQiGDXwpvic5OMgwa372BP1bERgYiLZt24o4E5VGS/LTVOOKgnYRA3dly5ZFnjx5sHTpUowfPz7a7SnrjmrSRcyMo2BblSpV4OzsHOm2wcHBIghkb2/PTSEMiN4HGxsbVKxYkd8HE+HvH4rnz77qMt0ow40aFVAqf2ho7INu9g6WyJHDCalS2UbKIrPVXraVw9bGAtaUZSYyzSxgQ9loIgNNc9uo2y0sjDO7ks68HD9+HDVr1oQFneqM4Pv3UNy+5YXr1zxx8/oH8TNi9hz9AXr7JkQsp074im2cPccY+5N9UY0aNaLtixjTB/qbN3jAat36rHl10aBhDoOOiemXKe6HMmV8jo5t94pjsp3bvVGvfmk0apLrjx+XsrEo804biOvgVgATJ9VMgBGzuChW9BuqVdogjr/v3PLHw3spMGR4WUMPy+z16HJQl7Dwv8Hl0LRpiQR9fB8fH+iTQYNxLi4uYhrix48fI22n9djWhKMddpEiRfD8+fMYr7eyshJLTPeLurNXKpUis4SmytLCDINee3ofYnqPmOFoMrgC4O7uLaaVUrDt6VMfPHP/gnfvNNO/Y8vV1QE5czsjZ05n5MxFi5O4TEVwzS27K6bPuZOTBapVzyYW7Wv/4sVXUaPk+lVP8fPhg8+R6t7RwcKxoy/FErH2HNWcK1EqnfiZLRvXnmOMxYz/5jJDmTH1HD54+ovLNWtnQ5OmefhvlZkypf1Qo8Z5MGbcN4z+74xY79PzCLJld0GRon9W13zY4GNwf6IJCNBx3IzZ0U/assRH7+Xq9Y3RpMFWcbw9bcplFC2WDnXr84kCQ9aK27Xzia5W3F+9iif4/w19/18zaDCOpoIWK1YMJ0+eROPGjXX1wmi9b9++sXoMCqDdv38fdevWTeTRMmYewsKUePXSVwTb3Cng9mOhjDc/v/D6i79jaSlDtuwpRJAtRy5n5BJBN2dkz5ECDg7RA+Ts5+hLSfbsTmJp266A2Pb9e4ioVXLtR3BOZM/5BMVYe27l8ttim5Ozjcia486tjDHGjMGD+5+weOENXd3V6bNqcCCOmYx//ldKdFjdvPHBjw6rO0SH1bTpHOL1eBvX38PG9fd1deKou2diNYdgv1elamaMHV8Z/404Lda7d9kv3t8cOSPPrmP6MTWJdFA1qmmqNIXUzc0NxYsXR8mSJTFnzhwEBATouqt27NhR1JWbPHmyWB83bhxKly6N7Nmzw9fXF9OnT8ebN2/QrVs3A/8mjJkWX99gTfOEpz54+uRH0O2pjwjEKRSxb2CSPIW1LtCmyXRzQs7cLsiUyRFyOWeYJhYKaFaqnFks2uy558+/4vq1X2TP+QTF2LmVs+cYY4zpG/19+ufvo6K+LBk4pAyyZElu6GExFscOq7Xx8sVXXL3yHh8++P/osNoOtrZxC6I9fvQZA/of063PmV+bgz5GoN+/JXH71geRkUVT6tu03IVT5zoiWTJOLNAn9yTUQdWognGtWrXC58+fMWrUKFGwv3Dhwjhy5AhSp04trn/79m2kKaNfv35F9+7dxW1TpEghMuuoAUTevHlhzjp16oS1a9fqGlFQM4sWLVqI4KW27pr2CzY1waCAphZ1m02XLh2+fPmC06dPo3LlyuJ6ei+WLFmiux1d7tWrF1avXi2eL+Jzv3jxAufPn9fjb8xie6D7/p0fnoqOpT7hgbenPmLKaWzRRydjRscYp5a6pLTl4I0RoPeA6u3R8ifZc/QHLjx7zhVFi6Xl7DnGGGMJjjpF0t8mkiOnE/r/W8rQQ2Iszqys5Ni0tSkql18LDw8/UfO3d4+DWL2+UayPjwMCQuHWfq/IriOduhRCqzb5EnnkLDboPVy4tK6YLUQnuen7VM9uB7BhS1Nu6KBHU5NgVpxRBOMITUn92bTUM2c08/C1Zs+eLRYWXe3atUWgjIqg3rx5U2Qc0g5k6tSputtQ8wq6TcRg3O7du0XTCgrGaVGDC9oeEQXq6P70nkQMxtE6PRcznOBgBV48p4Dbj0w3Ma2Ufn5BYGDsWzTTFBE6IKYzcRRsy5XLRfzMlt0pzmf4mPFmz2lqz2mCc1Gz53y8g3Dk0AuxEM6eY4wxltB8vAMxaqRm6heZNbemCGowZopSprLD1p3NUaPKetGAgbKocuVxwbAR5WN1///9cwxPHnuLy/kLpMTUGdUTecQsLijws5ECruXWwNc3BAf2P8PM6ZcxaAg3dNAH9ySaFUf4r14SQo0qtI0vKGhWvXp10ZkoYjCOgmbz5s0T04GpYylZtWqV2B6xGy0F46ZMmSIyELWPefbsWZHBOG3aNN3tXr16JaYJ0+1Z4vPxCcLTJ96RM93cffDm9bdIAZXfSZnKVpfhRsE3+pkrtzMyZHDkszxmkj3Xrn3M2XO0fI3QuZWz5xhjjCU0qsGk/VvTolVe3UkjxkxV/gKpsHJNQ7RpuVNk8EyecEGUcWnaPM9v68Rt2vBAXKZjqbUbuE6cMcqaNQVWrGmIFk22i/d3wthzKFQ4NWrW0jRbY4lnahLNiiMcjIuF0O1/QR0YnjWmLxJbJ1i2WBqv+z548EBM382UKVOk7TStN3PmzNi5cyfat28vpgGfO3cOCxcujBSMK1eunOgmQtlwbdq0waNHjxAUFISuXbtiyJAhIgiXJUsWcT1Ngy1Tpswf/77s5/bvdceQgSfj1LWUgmqZsyQXQTZdLbeczsie0xnOzppALGO/y56jn48eev82e47O5Jag7LkfQTrOnmOMMRaTyxc9sGGdpki9o6MVJk2paughMZYgqNMmFfwfNVIzs6tn94PIlDk5ihVPG6s6cXMXcJ04Y0aBt5GjK2L8mHMiONSt0z6cvtBJHPOyxOGehLPiCAfjYkEE4gK89f+8cbz9gQMHxHRThUIh6sBRrb0FCxZEu12XLl1ENhwF49asWSM60aZMmTLSbezs7ERDDZqCSsE4+lm+fHmRfVe2bFmxTsE4+kmBONrOEsfhQ8/Rsd0eXYHjqKjbkibDTTu1VJPxljVbCp7ywfSWPXfv7iexrFwWPXuuRs2sKFRYk2HLGGPMvDu2/xsh+PDfmIpIncbeoGNiLCH1H6DpsErZblRGpk2LnaIDZzrXyB1W/f1DxfG9tk5c566FRZYoM27/G1QGd255Yf++p2LKartWu3DiTAeeIZJIpibhrDgSr2/qNKWRMqQqVqwIc0AZamoDPW9c0FTRxYsXi260VFePGjk0a9Ys2u0oCDd06FC8fPlSBONo2mpMqJHD9u3bxWUKutE6qVSpklinjrf0kxpqsMRx8cJbuEUIxNF0wKLF0yKndmppLmfxx50zkJgxZ8+NG30OQ4aXw/CR5fmzyhhjZmzR/Bt49PCzuFykaBp07Z60shwYo+McynB7+cIXVy6/g5eXv5i6GrHDKh1HDeh/FO5PfMR6gYKpMGV6NQOPnMUGzQZZsqIenlb0Ee8f7c/+6noAazc2hlwe3nSS/Tn3JJ4VF+9g3Ldv30Q9MpoCSQEZCs65uroiqYrvVFF9o2y27Nmzi8uU+VaoUCGsXLlSBE4jcnZ2Rv369cX24OBg1KlTB9+/f48xuDdx4kS8f/9eBN0GDhyoC8YtXbpUdFD18PBA1ao8vSAx3L3jhVbNdoqzaqRZizxYsboBZDLe0TPjzJ67eYOy5yg454nr1yJnz02ddBEvnn/FoqV1RaMQxhhj5sXj7TdMnnhBXKbzMrPn1eJjGpYk0cyUjVuaoEqFtXj7VtNhtVd3TYdVCuZsXH8fWzY9FLeljKo1XCfO5E5SUwfdKhXWwc8vRGTJ9f7rIJYsr8+1txPQ1CSeFUfi9Rdwz549IkDTq1cvbN26VdQgo4DOjh07RCdPZng0RXX48OEYOXKkqPUW01RVCrB17NgRMpksxseg6aiWlpZYtGiRCNpRvTlSokQJfP78WQT8tNNZWcJ69uwLmjTcJnbwpEatrFi6oj4ftDKjPjCpXCUzBg8thx27W+D1u/64ea8HRoyqIL50kR3bHqFBnc3w/hxo6OEyxhjTs6GDTuo6vHfrUVRk+zOW1Dusaqcv7t71BFMmXRCZVNQ9NVKduBxxmw3FDI/KA63Z0AgWFprvZhRcpfeVsh7Zn3M3g6w4Eu9v9lRjbMCAAbh79y6uXr0qMrI6dOiAdOnS4d9//8WzZ88SdqQszlq0aCECbdScIaratWuLgNq4ceN+en/qtlq6dGnMnz9fNHTQBu0oQBdxOzV6YAnnnYcfGtfbogtYlC6THus3NYGlZcxBU8aMOXtuyLBy2LytmW5qxtUr71G14lrxR5Yxxph5OHL4ucgeIalS24lacYwldfnyp8LKtQ11JyWnTLyIRvW36OrEdenGdeJMWfUaWUX3W5lM8wavXH4bI4ae4oBcAphqBllx5I/TbD58+IDjx4+LhYI11Azg/v37yJs3r6hbxgyHasb17dsX06ZNE3Xkon5RdnFxEYG1X6GpqjSFVVsvToumqtJ2up4lHB/vQDRusBUeHn66GhLbdjXXBTIYM9XuYkdOtEPatJoi3a9ff0P1yutx5vRrQw+NMcZYIqNsuEH/HtetT5xcFcmTWxt0TIzpS5262TF+Yvj3pY9eARHqxFU34MhYQqjfMCeWrWygC7gumHcdE8efN/SwTJq7mWTFEYk6HqFbmoq6b98+rF69GseOHUPBggXRrVs3tG3bFsmSJRO32b17t5gK+fXrVxgTPz8/ODo6wtvbW9ROi4imYr569Up0CbW25oMEQzHX94GmpNIUPqorQagb6rGT7cUZZJb00H700KFD4gSGuWSXer7/jlbNd+DunY9inQrdzppbE526FDb00BgzW+a4L2L6NW70WcyYdllcrlQ5E/Ydas3NfJhZ7Yfo63afnoewYd19sU5TV89d7oTs2Xl6alKxbs1d9O11WLc+ZlwlDBhUxqBjMlVd3PaJ0jaEAtnUoVhffHx8RMIS9UjQxrUSU7yqaKdNmxYqlQpt2rTBtWvXULhw9C9SlDGVPHnyhBgjY0metvW5NhBHGUR7D7biQBxLUqjzL3UT69ppHw4ffA6FQoV+fY6Ixg5jJ1TmoreMMZYEMxzmzr4qLlNtpZlzanIgjpkd+sxTw5IA/zBcvvQOcxfW5kBcEtOxUyGRBTz4fyfE+phRZ2Fja4FefYobemgmxd2MsuLiHYyj6adUj+xXWUsUiKPsJsbYr1FAolOHPTh/7q1YT+Fkjb0HWyNTJg5ms6SHzgZTB6qRw05j4fzrYht9UXv54iuWraqfZGtCMMaYuaFsoAH9jyEsTCXW+w8ojZy5Is9KYcycOqyu3djY0MNgiahn7+IIDAgTgTgyZOAJ2NlZiEAdi52pZlIr7o9qxp0+fTrGrqlUl4ympjLGYkelUqNvr0M4dOC5WKcd9s49LZE7j4uhh8ZYoqGuwJOnVRNTVLVFb6mwd92am/DB87uhh8eY2Xjzxhczpl7Gi+fRu64z9qe2bnmoO9GYObMjBg3hKVuMsaSNpqYOGlpWt/5378PYtuWhQcdkKtzNLCsu3sG4tWvXIigo+oEbbVu3bl1CjIsxszhjPGzwSWza8ECsU7fUzduboXiJdIYeGmN60a1HUWzf3QLJklmJdZqmXbXiOty/p6kpxxhLPF4f/EUjlckTL2HMyNf43z/H8fVrsKGHxZII+ixRV0Gt6bNrwsYm6dUCY4yxqEaOqoC+/UqIy5Tl9Ve3A9i/193QwzJ6U80sKy7OwThqfkDF7CiIQJ00aV27UKMGKryZKlWqxBstY0nItCmXsHjhDXGZamWtXtcQlatkNvSwGNN7W/hjp9ojY0ZNkdT377+jVrWNOHJYky3KGEt4YWFKuLXfo+vqR9asuocSRZZj+9ZH4jiPsT8xbsxZfP4UKC43bJQTtWpnM/SQGGNMbzUCJ06piq7dNZldSqUanTrsxfFjLw09NKPlboZZcXEOxlEdOCcnJ/EBy5kzJ1KkSKFbqOsETVHt06dP4o2WsSRi6eKbmDguvO31gsV10KBRLoOOiTFDyZsvJU6dc9Nlhfr7h6J1851YskgTrGaMJaz/hp8WRcRJqlS2sLbWHA5++hggGqw0abgNL19+NfAomam6cd0Tq5bf1pXfmDK9uqGHxBhjekXxEmpY06ZdfrFOtTPbtdqF8+feGHpoRmmqGWbFxbmBA9WKo7OlVatWxc6dO0VgTsvS0hKZMmVCunQ8xY6xX9m6+SEGDTiuW580pSradyxo0DExZmjUOfjg0Tbo2e0gdu96IuopUkeq58++iC9ycnm8qiowxqKgzLdFC27oyiNs2NIYjx9fw7EjwMH9mozUUydeoXSxlRgyvBz+7l9S3I6x2FAqVRjQ/6juS9XwkeWRPoMm85kxxswJzXxauKQugoMU4tg2OFiBlk13YM+B1ihV2tXQwzMa7maaFRfnYFylSpXET+qSmjFjRm5NzlgcHT70HD27H9CtDxxSFn37lzTomBgzFlRPaPX6RsiWwwkzpl4S25YtuYVXr3yxel0jXW05xlj8PHr4WRST1po2szqKFU+Lj58ssG5jXRw/+hoD/z2Od+/8xJeGsaPOisLTc+fXRumy6Q06dmYaViy7jTu3NXU/8+VPiZ59iht6SIwxZjB0Mnn56gYIDArD0cMvEBAQhuaNt2H/4TYoXCSNoYdnFKaaaVYciXWqwb1796BSaVqTU924+/fvi20xLYyx6C5eeAu3dntE3QBCdQT+G13B0MNizOjOIo4aUxGLl9eDhYXmT9Txoy9Rq9oGeLz9ZujhMWayvn0LRrvWuxAYGCbW23UogM5dC0e6Td36OXDtdjdReJr+L5LHj7xRs9oG9O97hBs8sN82BRk/5pxuffbcWrCw4KxKxph5o+zy9ZuaoHKVTGL927cQNG6wFY8ffYa5czfjrLg4BeMKFy4Mb29v3eUiRYqIn1EX2s4Yi+zuHS+0arZTZBqQZi3yYMbsGpxdythPtGtfAHsPtkbyFNZi/eGDz6hScR1u3vhg6KExZnJo2jdNAX/xXFMHrlDh1Jg1t2aMf4Ps7S0xaWo1nLnghiJFw8/ar155B8ULL+MGD+ynhg89BT+/EHG5g1tBzqZkjLEfrK3l2Ly9Gcr82C9+8QlCw3pb8Pz5F5izqWacFRenYBxNTU2ZMqXu8suXL8XPqAttj6uFCxcic+bMsLa2RqlSpXDt2rVY3W/Lli3iQLJx48Zxfs6kyMvLC3///TeyZs0KKysrZMiQAQ0aNMDJkyfF9fQa0+tFr1tU+fLlE9etWbMm2nWTJ0+GTCbD9OnT9fJ7JDXPnn0RxbC1B6g1amXF0hX1IZNxDSzGfqV8hYw4ebYjsmZLoSsuX7fmRuzd/cTQQ2PMpMyZeQUHDzwTlynAvX5zEzEt/Fdo+sypcx3FVFYHB83BMXXH5AYPLCanT73Gjm2a7IYUTtYYN6GyoYfEGGNGhQJN23e30J3ooo7mDetswds35jnzw93Ms+JIrKMB1JxBewY1derUYv1nS1xs3boVAwYMwOjRo3Hr1i0UKlQItWrVwqdPn355v9evX2PgwIGoUIGn+Wlfj2LFiuHUqVMiaEbTiI8cOYIqVapE6nBLAbrVq1dHuu+VK1dEIM/Ozi7Gx161ahUGDx4sfrK4eefhh8b1tsD7c6BYL10mvUhT5mLYjMVOjhxOIiBXrnwGsR4UpECHtnswe8YVzs5hLJZBknE/pg7SYdyK1Q2QOXPyWN2XThr17F0c1251Q8NGOXXbtQ0eZky7hNBQZaKNnZmGkBAF/vfPMd36+IlV4Oxia9AxMcaYMaL6x7v3txI1NQnVaK1fZzM+eH6HuZlq5llxJF6pOalSpYKbmxuOHz+uqyMXX7NmzUL37t3RuXNn5M2bF0uWLIGtre0vAz9KpRLt2rXD2LFjRRYYA3r37i2CpZRV2KxZM+TMmVNku1Ggk4JtWvS6nT17Fh4eHrpt9FrTdrk8ej8Pum1QUBDGjRsHPz8/XLqkKarOfo8CcFQPwMPDT6wXKJgK23Y1h63tr7MRGGOROTvbYM+BVrr28GT0f2dEIXoOBDD2c1RnsXPHvWKaKhk2sjxq1soW58dxTZ8MG7Y0xdYdzZDhR2dMKrswbvQ5lC+9Gpcvhh9TMPMzZ9ZV0fmaUIdA7hDPGGM/5+Rkg70HWiNHTiex/vqVr5iyqk3eMAecFRePbqpaa9euxaZNm9CoUSM4OjqiVatWaN++PYoXj1vHpNDQUNy8eRPDhg3TbZNKpahevTouX7780/tRYIgCgl27dsX58+d/+RwhISFi0aKAEgkLCxNLRLROmRYUYIwYZAxQNIYa+i+wKEFK2Mn3/PZ2X758EVlwEyZMgI2NTbQAabJkyXTb6HWrWbOmmI46YsQIBAYGiuzE06dPY926ddF+9xUrVqB169Zimir9pPXSpUsjMdHz0/tA7wc9rymiKalNGm3HU3cfsZ41a3Js29UUdnayaJ87Zp60nwP+PMSOVArMX1QTWbI6YtL4i2LbujX3xFS5tesb6mrLMcagC5ZRwwaqS0Nq1MyCf/9XMsZjn4g/f6V6zcy4cNUN0yZfwuKFt0SQ78ljb9SqvhEdOxXAqDEVkMLJJpF+I2aMXr301XW/lskkmD6rGpRKBZR8noTFAR8TMXOTwskSO/c2R4M6W/Hm9Te4P/FBw3qbsfdAS7M4pp0y8YIuK+7v/iVgaSkxiv//+h5DvIJxTZo0Ecv379+xY8cObN68WQRoKEuNgnKjRo2K1eNQQwjKcqNprxHR+pMnMdcEunDhAlauXIk7d+7E6jmo3hll0EVFwSfKwIuIMsPSpEkDf39/ESjUsf4EifTX02YTAx3kaoOHv3L37l0RvMqYMeMvb09BruDgYBFUGzlyJPr27SsCcVRLjt47egy6XvsY9HPnzp04evSouEy1+erWrSuCofb29kgs9NpTNt65c+egUGgaHpiS0FAVZkzxwONHmrMbKVLI0fcfZ9y4cdbQQ2NGiDKMWezlyQf06eeKZYs9ERamxoVzHihfZjn+NzgDUqcxv/R2xn5m1fIPuHPbV1xOlcoCzVpa4MiRwwmyLypdDkiTLjNWr/iAly80HVbXrbmPPbsfoV2H1ChTLhk3KDIDdNxIxzshIZrIW83aKfDm7XW8eWvokTFTxcdEzNz0G+CCCWMC8PWLAg/uf0bNaisxZERG2NiYZkJKbLx/H4JdOzV9BhwcZHDN8BGHDh2CMaBEJaMPxmk5ODiI6aW0PHr0SDd1NLbBuLii4F+HDh2wfPlyuLi4xOo+lHVHUzW1KKhEddOolpqzs3Ok21IgiqZvUqCJmkloBShSQQ39H1RKpSlhl0wzHeRXtEFFyoqjLLifP55U/F7NmzcXrwkFNKmZQ7du3cT96MCZrtc+BgVZs2XLhnLlyol1+kk1AQ8fPiyyEhMLvQ/0u1SsWDHS+2AKFAoV3NrvixCIs8aBo62RO3fkzxpjdOaFDjpr1KgBCwueuhwXdesCDRp4on2bPfD2DsIHz1BMGvce6zc3EnUZGTN3G9ffx+mTj3Ud3Lbvbo38BVIl+L7or54qrFpxFxPGXYD/91D4fVNi8QJPPHoox4xZ1XXNV1jStG/PU9y7qzl5ns7VHkuWtxPdeBmLKz4mYuasXLkvaFB7Kz5/DsSL58FYsyIQW3c2TbKljXp0OajLivvf4HJo2rQEjIWPj2ZWm0kE4yhosm/fPjFllaZJUkbboEGDYn1/CqjRNMSPHz9G2k7rlKEW1YsXL0SjAuoQqqWdUklZbe7u7iJ4FBF1FaUlKtrRR93ZU5YeBaQoaEWLloPlPhizXLlyiXE/ffo00rhjQreztLQUQU0KnF69ehW7d+/W3S/i706NHh4+fChuH/H1pimuVOcvsdDz0zhjeo+MGWUy9u11EEcOvRDrdnYW2Lm3JQoUiP5ZZkzL1D7nxqJs+Uw4dd4NLZvuENPkvnwJRpMGO7BwSV20apPP0MNjzGBu3/LCoAGaLupkzoJaKFLUNVH2RXTz3n1LonGTPBgy8AT27nEX28+efovypddi8LBy6P9vKW5alAR9/x6CEUPP6NanzaiBFClibgTGWGzxMREzR3nzpsa+Q61Rt9YmfP0SjEsX38Gt/X5Rp9XK6o/CNUZZK27Xzie6WnF/9SpuVP/n9T2WeDVwoGmL1MCBgm+9evUSP48dO4Y3b95gypQpsX4cCvJQB9CTJ09GCvbQepkyZaLdPnfu3KJLKGV0aZeGDRuKLDe6TBlv5sjJyUl0oF24cCECAgKiXe/rq5mmElGXLl1Ecwaq+5ciRfQz1/Q637hxA2fOnIn0etM61fP72TRic56qMWzwSWze+ECs0xePzduboXiJdIYeGmNJFnWEPHaqPapUyyzWqZlD9y77MWnCee60ysySj08QOrTZpZs22O2vomjbrkCiP286Vwes39wkUoMHGsP4MedQrtQqXLrADR6SmskTLsDzR/e/mrWzoUGEbruMMcbiJl/+VNi9r5XotqrtWu7Wfg/CwpJWAU7uoJoAwTiqF0c1vajgv5eXF5YuXSqmFMYHTZekaafUFOLx48ciuEcBJZr6Sjp27Khr8EBTFvPnzx9pSZ48uZguS5cjZnCZGwrEUWZfyZIlRZ23Z8+eiddz3rx5MQY28+TJI2r2UfZbTKguHz0Wva8RX29aL1GihLiehZs2hYpZ3xCXpVIJVq9riMpVNAECxljiSZ7cGjt2t0CXboV126ZMvIiunfaLAvaMmQulUoVunffh7VtN3dcSJdNhyrRqeh1DnXo5cPVWN/T7p6Qo5k+oKHXtGhtF9+MvXzTNJJhpe3D/k+6Yh6ZBT59Vg2sEMsbYHypaLK04ptVOTz104Dm6dzkg/r4nBdxBNYGCcTSNdNu2bSKr6k9T+agT64wZM0SducKFC4vsK+2UV/L27Vt8+PDhj57DHFADhlu3bokswf/9738icEZ1FyjLcPHixTHeh2rmUW22mBoobNiwAc2aNYvxfrSdArHG0PHEGCxdfBMTx4V39V2wuA4aNMpl0DExZk4sLGSYPa8WJk2pCu33wR3bHqFBnc1m1SaembfJEy/g5PFX4nLKVLZYt7GxQaaHUs2wCZOr4uzFTihWPK1u+9rVd1G88HJs3fyQM1dNGJXk+Ofvo1AqNe/hoKFlkSVLckMPizHGkoTSZdNji5ieqvn7vWvHY3Eyi/a9po6z4qKTqGN5RESND7SF/X/X4fNXTQQMjcbu6OgossJiauDw6tUrZMmSxeQaByQlpvQ+0JcKmhanRcGAvv1LGnRMzDRQMJs6B1GHYmOqlWDqDu5/KrLiAgM1JwsyZ3bE9t0tkCt37Jr+MGaKDh96jlbNdojLlJFGtWcqVMxk8H0Rnc1fufw2xo46i+/fw7vUV6maGbPm1UI2bvBgciioSl8MSY6cTrh0rUuSq2nE9I+PiRiL7Mjh52jbcpdoDki6/1UUM2abbhYyZcWVLLpCBOMoK+7Bk15GGYyjBg7U1+Dbt296iWnFOjOO6op9+vRJXKapobQeddFuZ8xcvvz07H5Atz5wSFkOxDFmYPUa5MSRE+2QNq29WH/9+huqV16PM6dfG3pojCWKFy++okeEk0Jjx1eOdSAusclkUvToWQzXb3dH4ybhGeOnT71G6WIrMG3KRVHrkZkGH+9AjBp5Wrc+a25NDsQxxlgiqF0nO1atbSjKH5HlS29h1IgzJptZzllxMYv1X9BTp06JRgHk9OnwP8SMmaOLF97Crd0e3TSNrj2K4L/RFQw9LMYYgMJF0uDUuY5o1XwH7t39hG/fQtC04TYxldWtcyFDD4+xBEMZoO1b7xKfcdKocS78/Y/xnRSiBg/rNjURJ7EG/nMMHh5+osHDhLHnsX3rI8ydXxtly5tnEy5T8t+I06LTH2nRKi8qVebauIwxllgaN82NxcEK9Ox2QASy5s6+Cls7CwwbUR6mhGvFJUAwrlKlSrrLNH2QOpdGTZOkSK2HB3fMYknbndteaNVsp644fLMWeTBzdk2TTRtmLClyTZ8MR060R9dO+3D44HOR5k9Tq54/+4KxEyrrzjQyZqromKt/3yN4+OCzWM+ZyxmLltU16r9FdepmR8VKGUUnzoXzr4sTWtoGDx07FcS4iVXg5BS9li0zvMsXPbBh3X1x2dHRSpTlYIwxlrjatM2PoMAwUauT0N9PO1sL9Pu3FEwFZ8UlcAMHCsZ9/qw5+Ivoy5cv4jrGkqpnz76gaaNt8PPTZCHUqJUVS1fU5y/2jBkhKiS/aWtT9O5bXLeNzip2aLNbV1OOMVNFU1aobqn2s75xSxM4OFjB2NFBeEwNHtatuScaPGzZ/MBkp+EkVWFhSvzb/5hu/b8xFZE6jaYUAGOMscTVpVsRTJoafgJk5PDT4hjAFDx5zFlxCR6Mo4OkmM68+vv7G33B/djgg0DDMtbX/52HHxrX26Lrzli6THqs39TEIN3qGGOxr1k1ZXp1UduICtuT/fueok6NjfD64G/o4TEWL1cvv8PQQSd164uW1jW5JiUFC6XGiTMdMHNOTSRLpgki0t/XHl0OoFG9LXj+/Iuhh8h+WDT/Bh491JyEL1I0Dbp25y9TjDGmT337lcTICCWR/vfPMWxcfw/Gburki5wV9wtxqro6YMAA8ZMCcf/99x9sbW111ymVSly9ehWFCxeGqdJ27wkMDISNDU+TMJTQUE3HNZnMeIJc9AWhcYOtos4NKVAwFbbtag5bW+74xJgp6NajKDJlTo5O7feIro63b3mhSoW14v9xgYKpDT08xmLto5c/Orbbo+uw1u+fkqKujKkGy6lDXP0GOURwcfeuJ2L7mdNvUKb4StEY6Z8BpbhJgIFPRE6eeEFcpvPwVHuT3jfGGGP6NWhIWQQGhGHWjCtivU/Pw7C2thAlk4w1K27XjsfiMmfFxSxORze3b9/WZS7dv38flpbhkU26XKhQIQwcOBCmioI/1BFW2zWWgo3GXHslKVKpVGIKNL32crlxHHzTlNRmjbfhqbuPWM+aLQV272uF5MlNPwuUMXNSo2ZWHD/dAS2abBeB9ffvv6NWtY1Yta6h6FrFmClMF+zUYS8+/MjqrFAxI8aMrwxTlzadA9ZubIw2hzUNHt6+1TR4mDjuR4OHBbVQrnxGQw/TLA0ZeEI3rZ9OahQtFj61mDHGmP5QXGL0uEpin7xk0U2oVGp077IfNjZy1K2fA8aGs+J+L07RDm0X1c6dO2Pu3LlIliwZkpo0adKIn9qAHNM/qVSKjBkzGkUglJo0tGmxU2TRkLRp7bH3YCukSm1n6KExxuIhb76UotNq6xY7cfPGB/j7h6J1852YMr0aevYOry3HmDEa899ZXLzgoft7tHpdI8jlSSdLiYLiFGCcMvEiFsy7Jho80ImwOjU2oYObpsGDszPPXNCXI4efi2n9hI57qFYcY4wxw6Hvx1R+JShIgbWr74osecqW37qzOapVz2KUWXEuKW05K+4n4pV6tHr1aiTlD3jatGmRKlUqhIVxgW9DoCxLCsgZGu3cOnXYg/Pn3or1FE7W2HuwNTJlSm7ooTHG/gAVHj90rC16djsopsXRmcXB/zshOq3SAU5SCm6wpGP3zieYP/eauGxhIcW6TU2S5IkhOnM+flIVtGydF/37HsWN655i+/q193Do4DNMmloNrdvkM4oTdkkZZV4M+ve4bp26p/KMAMYYMzxqHDhnfi2xn6bs8dBQJdq23Ild+1oaTRZ55Ky4UpwV96fBuKZNm2LNmjUiG44u/8quXbtg6mjKqjHVLGP6RV/O+/Q8hEMHnus61e3c0xK585hWgWzGWMxsbCywen0jZMueAjOmXRbbli25hVevfEW2kbagPGPGwP2JN3r/dVC3TkHjUqVdkZRRLcfjp9tj1Yo7GDvqrCgZ4eMdhL+6HsCm9fcxa14t5MjhZOhhJlkzpl7CmzffxOXKVTKhRau8hh4SY4yxH6h259IV9REcpBAZzJQp16LJDuw71BrFS6Qzqqy4rj04K+5nYn3639HRUXcWki7/amHMlFFNxKGDTmDzxgdinbqlbtrW1OA7NsZYwp9ZHDW2EhYvqysyjcjxoy9Rq9oGeLzVfAllzNAoCNW21S4EBGiy9Vu3zYduZnJgq23wcP12NzRtFt6k4uyZNyhbYqU48x4SojDoGJNq8Hfu7KviMu0bqeMtZyIyxphxoZkcVPe4es2sYp1KrzRtuBX373006Lg4Ky72JGqKPJgRPz8/ETD09vaGs7OzoYfDjNCUSRcwafwF3Zf19Zsao0GjXIYeFktiaBr8oUOHULcuBYK4K6+hnT/3Bu1a74bv12CxTtP/tu5ojmLFuVg5Mxw6ROvQZjf27dXU7cpfICVOnOmYoJ28TWlfdPTIC/yv/1HR4EErR04nzF1QG+UrGMfUnKTwmatfe7OuRAd1tB3FteJYIjOl/RBjxiYoKAzNG2/X7bcpG+3wsbbIldvFIFlxpYqtEME4Gsf9xz1NKhjn4+MDFxcXfPv2TS/9EeJVGCcoKAiBgYG69Tdv3mDOnDk4duxYQo6NMb1buvimLhBHFiyuw4E4xsxAhYqZcPJsR9EtmXz6GIC6NTdi3x53Qw+NmbF5s6/pAnGOjlbYsKVpggbiTE2t2tlw9VY3/DOgFGQyTabWs6dfULfmJjGN18cnyNBDNHlbtzzUfaHLnNkRg4aUMfSQGGOM/ab0ypYdzVCipGYWl/fnQDSoswUvX37V+1g4K04PwbhGjRph3bp14rKvry9KliyJmTNniu2LFy+Oz0MyZnBbNz/EoAGRixW371jQoGNijOkP1Z86eaYDypZLL9ap/kb7NrsxZ+YVkS3CmD6dPfMao/87o1tftqoBsmbVBIvNGR3YU1fVc5c6RSofsWHdfRQvvAybNt7n/6/x9PVrMEYMPaVbnz67pviSxxhjzLg5OFhh596WKFQ4tVj38vJHwzqb9Vp2hWvF6SkYd+vWLVSoUEFc3rFjB9KkSSOy4yhAN2/evPg8JGMGdfjgM/TsfkC3TtMy+vYvadAxMcb0z9nFVnRNprpcWqNGnsHfvQ8jLExp0LEx8/H+nR86d9wnmgmRIcPLoU7d7IYellE2eJg1t6au4Qo1eKAuyQ3qbMazZ18MPUSTM27MWXz+pJn50rBRTpGJyBhjzDRQx+s9+1shT17N9FQq6dCw3hZ89PLXy/NzVpyegnE0RdXBwUFcpqmp1F1VKpWidOnSIijHmCm5eOEt3NrvhVKp2XtQFP+/0ZpgM2PM/FhZyUWHqpER9gPr1txD04bbROYIY4mJGhJ0aLtHTDMhVJh56PByhh6W0TZ46NajKG7c6R6pwcO5s29RpvhKTJ54gRs8xNLNGx+wavltcdnOzkJ07GWMMWaCJ5UPtNaVXXnx/KsIyPl4h5cYSwycFafHYFz27NmxZ88eeHh44OjRo6hZs6bY/unTJ70UumMsody57YVWzXYiOFhzsN68ZV7MnM1dwxgzd7QPGDy0HFatbQgrK5mug2P1yusMUoODmY+hg0/ixnVPcTlTJkesWN1ABJ3Yz6VJa481Gxpjx54W4jUjoaFKTJ5wAWVLrhINWtjPKZUqDOh/VJfRMHxkeaTPwMfzjDFmqn8T9x9qjQw/9uOPH3mjScOt8PVNvBPKnBUXP/E6uhs1ahQGDhyIzJkzo1SpUihTpowuS65IEY6CMtPw7KkPmjbaBj+/ELFeo1ZWLF1RT3RQZYwxbYD+wJG24iyftlh8tUrrcOXSO0MPjSVBGzfcx8plmuwkCgKv39wETk42hh6WyahZS9Pg4d//lY7U4KFerc3o1eMgPn8KMPQQjdKKZbdx+5aXuJwvf0r07FPc0ENijDH2BzJkdMT+I22QJo29WL9z+6PouOrvH5rgz8VZcXoOxjVv3hxv377FjRs3cOTIEd32atWqYfbs2XF+vIULF4rAnrW1tQjuXbt27ae33bVrF4oXL47kyZPDzs4OhQsXxvr16+PzazAz9s7DD43qbdVNAypdJj3Wb2oCCwtNBgxjjGmVKu2KU+c6IlduZ11dqvp1NmPbloeGHhpLQu7d/Yh//z6qW589rxYKF0lj0DGZIuo2O3ZCZZy/3FnXWY5sXH8fubMvRPvWu0SdWIVCZdBxGguvD/4YP+acbn323Fp8LMQYY0kANX3ad6g1nF00J/WuXX2P1s13ICgoLEGfh7Pi4i/e8x6oaQNlwVGtOC3qqpo7d3jNjtjYunUrBgwYgNGjR4vGEIUKFUKtWrXElNeYODk5YcSIEbh8+TLu3buHzp07i4WmyzIWGxSAa1R/C9698xPrBQqmwrZdzcUBPGOMxSRz5uQ4froDqlTNrJsC163zflGTijs3sj9FtQgpSKQtmdC5a2Hu5v2H8hdIJf7PUlDT0VHT4CEsTIV9e5+iVfOdIjA3ctgpPH70GeZs+NBTuhkCHTsVROmymm7SjDHGTF/uPC6ihlzy5Fa6mqrt2+xOsHqqnBVngGBcQEAA/vvvP5QtW1bUj8uaNWukJS5mzZqF7t27i4Ba3rx5sWTJEtja2mLVqlUx3r5y5cpo0qQJ8uTJg2zZsqF///4oWLAgLly4EJ9fhZkZOuBs1nibmLZCqLjl7n2tRPcZxhj7FdpPUE0qCpRoUU0qCsppgyiMxRV1TO3eZT9ev/4m1osWS4tpM7l4fkKgshNduxfB9dvd0f/fUkidxk533aePAZg35xpKFVuJyuXXYvnSW2bXoOX0qdfYse2RuOzkbIOxE6rAVKjVCj4RwhhjsVCwUGrs3NsK9vaajLXjR1+iq9u+BMkQ56y4PyOPz526deuGs2fPokOHDkibNm28i92Hhobi5s2bGDZsmG4bZdpVr15dZL79Dv0RPnXqFNzd3TF16tQYbxMSEiIWLT8/TTZUWFiYWJj5oJTcVs126eqipE1nj517miGFkyV/FpjeaT9z/NkzPdNnVUWWrI4YPfKsOADZvvUR3r7xxbpNjeDioqktx1hsTZt8CceOvBCXnZ1tsHpdfUilar3tG8xhX+TsYoVRY8tj+H9lcfL4K2ze9BBHDr0QmXLk1s0PYhk+5CTq1suONu3yoXLVTEm6cQZlRVDTBq0x4yogWTK5SXwOlOqLCMFgSGAHS4yFTKKpXc1MlznshxgzpMJFUmLz9iZo2XQngoIUIku8R9f9WLS0drz/1j154hOeFedig46dC5j8/+EwPY9foo7HaSWq13bw4EGUK1fuj57c09MTrq6uuHTpkq4JBBk8eLAI9l29ejXG+3379k3cj4JsMpkMixYtQpcuXWK87ZgxYzB27Nho2zdt2iQy8Jh5UCjUmDf7HW7f9Bfr9vYyjByTCa7pNSm7jDEWVzeuf8fiBe8RGqL5M5oqlQWGjMyIVKn4rCCLnTu3/TFrmocI6tJ5zSHDMyJfgfDsLZZ4vvspcPmSH86d8cWb1+EnbbVSpJCjXEVHVKzkiLTpkt6xwp6dn7Fzu7e4nCOnjTgmMoUGVo4pXqBgiaWQyTRfmNRqCTxeVcarp3WhVscrx4AxxszG/bv+mDX9nfhuTCpXTY4u3dPEK7lq4bz3uHJJk+jUul0q1Gugqa1sygIDA9G2bVsRb0qWLJlxBuOyZMmCQ4cOiamihgjGqVQqvHz5Ev7+/jh58iTGjx+PPXv2iCmsscmMy5AhAz58+ABnZ9P/wLDYTQHq0/MItm3RTMWws7fA7n0tUKx4WkMPjZkxOvNy/Phx1KhRAxYWXK/QVFF3qratduOjl6ZLIzV5OHKiDZIlS3pf3lnCev3KF1UrbcA3X80xyn9jyuOfAaX0Pg7eFwEP7n/C5o0PsX3rY/j4BEW7vkTJtGjbPj8aN82VJP5vv3rpi3Kl1iAkRCm6zp4+30F0UTV2SvVdhKATfV2Kdp0EeWGFGZBKshlkbOzP8H6IMf05dPA5OrXfB6VSEwbq0bMIJk2tEqeAHGXFlS+1RpxMpKy4W/e7w87O9P/v+vj4iJmf+grGxesUEgW/Ro0ahbVr1/5RdpmLi4vIbPv48WOk7bRODSJ+hqayUq06Qt1UHz9+jMmTJ8cYjLOyshJLVLSj55190kex5iEDT+gCcZaWMmzZ3gyly2Q09NAYE3hfZNpKlEyPM+fd0LDeFlGL0v2JD/7qdhhbdzRL0lPc2J+XTejccb8uEFe/QQ4MHFwu3mU/EoI574uKFHUVy4TJ1cSU4Q3r7+Ho4Re6LyrXr30Qy/Ahp9GgUS6071gAFSuZRiZZTMdFQwefFoE40rtvCRQuEt511lgpVY8QqOimC8TJJZUgl5ZFsHIGhXKgxiMEoymspSNhKW1j0P9LLP7MeT/EmL40apwHy1ep0bXTPhFMW7bkNhwcrDF6XKVYP8as6VfDa8UNKI3kyZPGjEMLPe9/4vVNYebMmaJ7aerUqVGgQAEULVo00hJblpaWKFasmMhui5j1RusRM+V+h+4TMfuNsYhFJZcsuiku00HzmvWNUKmyphsiY4wlBNf0ybBtVwskT6FpBENf5kePPGPoYTEjDob82+8o7t3VdI3PnsMJi5fX4+CBEaATdvUb5sSW7c3h/qIvJk2pirz5wjPGqM7Oti0P0bDuFhTIvRgTxp3Dq1e+MCX79rjjxLGX4rKrqwOGjSwPY6dUP0OAoiPNbxHrVCPOVr4YVrLusJfvhhTabLhgBCtHIlDREyq1plEXY4yx6Jq3zIuFS+rq1mdOv4zpUy/F6r7cQdXAmXGNGzdOsAEMGDAAbm5uKF68OEqWLIk5c+aIbq3UXZV07NhRTGWlzDdCP+m21EmVAnA0XXb9+vVYvHhxgo2JJQ1LFt3ApPHhXXYXLK4jDrIZYyyhZcuWAus3NUaTBttEdyrq0pgnrwvadSho6KExI7NqxR1s2vBAXLa1tcDGLU3g6MgdvY1NqtR26Nu/JPr0KyGmo29Ydw/btz2C74+Oqx4efqL5Bi3lymcQ2XKNmuTWdaszRt+/h2DIwPAT4FNnVDfq8RKl+jUCwjpADU1wTSYpBjv5Mkgkmv8zMmle2FvsQ7ByEkJVG8U2hfo4/MPuwkY+HRbSCgYdP2OMGav2HQsiMDAMA/89LtbHjzknjkv6/F3il/fjDqoGDsaNHj06wQbQqlUrfP78WUx79fLyEtNOjxw5IrLuyNu3b8W0VC0K1PXu3Rvv3r2DjY0NcufOjQ0bNojHYUxr6+aHGPy/E7r1SVOrih0OY4wlBrVagYqVXDF9Vg2R9UT69TmCbNmcULpsekMPjxmJ69c8Mfh/moNe7UmiPHmNv1aXOaOMxSJF04iFjiUOHXiOjRvui+wyqklLLl7wEAt9oWncNLcIzJUtl8Hosh0nT7gAT8/v4nLN2tnQoJFxn6BUqd8jIKw91NBkkUol+WEnXwmJJHKTE4nEBjby8ZCrKiFIMVQE7ug+gQo3WEq7wlo2EBKJ6df6Y4yxhNajZzEEBSrw34jTYn3Y4JMiINe5a+EYb89ZcUbQwIH4+vpix44dePHiBQYNGgQnJyfcunVLBNEok81YUQMHR0dHeHt7cwOHJOrwwWdo22qXrtbLwCFlMWpMRUMPi7FoxYops7du3bpcH8XEqdReCFB0gkr9FlbSrhg1NDeWLLyvO1A5fb4jMmVKbuhhMgP7/CkAFcuuwfv3mmBI777FMWV6dUMPi/dF8fTB8zu2bHoo6stRvcioMmdJjnYdCqBN2/zImMkRxtCkokKZ1eLYyNpajqu3uiFLFuPdL6nUnxAQ1goqvBHrUklO2Mk3QSpx+u39ghSDoFCf122TSvLAVj4HMkmORB83ix/eDzFmWJMmnMeUiRfFZTqPtGRFffH3K6rOHfdi53ZNMG7CpCro96/+G08ldgMH6mugrwYO8aoZd+/ePeTMmRNTp07FjBkzRGCO7Nq1C8OGDUvoMTIWaxfOv4Vb+726QBxF6/8bzVMUGGOJQ60ORqDiL6jUT0W9ohDVQoycNAs9/1aJ670/B6J1851iehgzXzR1mQ5gtYG4suXSY/ykKoYeFvsDadM54N+BpXHjTnecONMBXboVjtRplbrlThx3HgXyLEbDuptFxj5NBzIEyuD75++jumOjQUPLGnkgzgcBig7hgThkhp18/W8DceK2klSwla+GtWwkVQH88XiP4R/WECHK9aJmI2MscYV+8sW3a0+gCjXMPo/F3bAR5dHvn5LiMu0me3U/iD27nkS6DWfFGUkwjuq8derUCc+ePYO1dXidEzqbce7cuYQcH2Oxdue2F1o124HgYIWuMOXM2TWNbpoIYyxpoC91QcqhUKrvR96OVxgxYQUWr7kCx+QhePjgM7p32a+b0sbMz7jRZ3Hu7FtxOU0ae6zd0BgWFjJDD4slADrGKFnKFXPm18az132xYnUDVKmWWWQWaL/UnDn9RuwDcmZZgH59DuPq5Xd6DQqtX3sP166+F5dz5HTSfeEyRmq1349M42diXQJX2FlsgFQS++ncEokUVrIumuYOumy4EAQrRyNQ0UME+xhjCUutVIkA3PPRa3G/0zQ8H7UWT/5dgjAfTeMVZvx/y+gkYbe/NM046Zi1i9s+HDn8XHcbrhVnJMG469ev46+//oq2naanUt03xvTt2VMfNG20Dd+/h+pqoSxdUU90UGWMscQQqlqGMNW+H2u2sJUvgEwS3lG8fpN7OHN9O+o3eYFDB56JgAwzP3t3P8GcWVfFZblcirUbGiF1GntDD4slAhsbC7RsnQ97D7TGgye98N+YisiaLYXuej+/EKxZdRc1qm5AsULLRfc6zx/ZkonFxzsQo0ZqagGRWXNrwsoqXiWjE51a7Y8ARWeo1A/FugSpYW+xEVJJung9nkyaB/byvbCUUidWDYX6JPzD6iBMxckDjCWEsK/f8WHLaTzoPF0E4L5dfULpqOK6oBeeePLvYgR7aOo+MuMPyM2YVUOUWNBm9XdosxtnTr/mrDhjCsZZWVmJ2mtRPX36FClTciFipl/vPPzQqN5WMR2MlCmbHus2ctYBYyzxhKlOIVg5TbduK58BC2ld2Mm3wVo2BoAm2OKSKhCL15zEqi1HsXnzCWzZrOmiyczDU3cf9P7rkG594pSqKFMug0HHxPQjQ0ZHDBpSFrfv98CR4+3Qwa1gpM6lz599wdhRZ5E35yJxMpFq8Ggz+xMSFeX++kXTAZYChZUqZ4YxUquDEKDoAaX6tliXwPlHRlzGP3pc6rpqIx8DW/kK8ZjiueCNQEUnBCnGQ63mEgKMxRVl9n6/+xIvJ23CvfZT4LnmmJiaqmXh4igWQtufDFgC/4evDThiFluUyELNpZo2zyPWQ0KUotxK316HOSvOWIJxDRs2xLhx40SxTW0UlbqeDhkyBM2aNUvoMTL2U58+BqBR/S14904THC5QMBW27mwuusAwxlhiUKqfI1Dxj/hKR6xk/WEhrR1helRHOFgchVwSXpy/Rp23OHV1O67dmIZrVzXTFVnS5u8finatd+kytql0Qs/exQw9LKZndIxctnwGLFxSF09f9cWSFfVQoWJ4gImmAlFnVqopmDPLfPzb/yhu3viQINNYL1/0wIZ1mmn0jo5WmDjZOOsUUkAsUNELSvUVsS6BI+zk6yCTZEuw57CQVoW9xSHIJZV020JVq+GvaAylyj3BnoexpEzxPQgfd1/Aw+6z8XTIcnw9dx9Qamrk0tz8ZCVyItvoDiiwdhDyzO0Nm2xpxVXK70F4Omwlvl7UZL0y4yaTSbF8VX3UrZ9drFO9U22pA86KM4Jg3MyZM+Hv749UqVIhKCgIlSpVQrZs2WBvb4+JEycm8BAZiznbYMA/x1Ao3xJdFzOaCrJ7XyskTx5ex5AxxhKSWv0NgWE9KNQi1uWS2rCS/h3tdlJJWtjKl8JWvhASaDLG7R3CMHryBYRKWuO95w29j53pDwVS+vY8BPcnmtpUefOlxPxFtbmGqZmjzLi27Qrg4NG2uPe4J4aOKIeMGcO7tfn6hmDlstuoUmEtShdfiXmzr+Kjl2ZfE1dhYUr82/+Ybp2mzBrj9Gi1OgyBiv5QqLXTRu1hK18jppgmNKo7ZytfBWvZ6AjNHdzhr2iEEOU6bu7AWAzo/0WAuwdez9yBe+0m4d3Sgwh591l3vdzRDmlaVkL+1QORY3xnJC+TFxKZDBbOyZBrWg84FNUEdNShCrycsBGf9l024G/DYotmmK1Z31jUQI2Is+ISlkT9B395Lly4IDqrUmCuWLFiqFatGowdTa91dHSEt7c3nJ016erMNNDZ4+PHXmLxwhs4deJVpOvSpXPA0VPtkCmT8XYHYywiyiw+dOiQaHxjYcGZnKZArVYgUNEVCvV5sS6V5Ia9fDskErvf3M8PgWGTocBW3TaFQgoLSXc4WP8DiSS8AyNLGhbMvYbhQ0+Jy9Rh88xFN2TP/vtOkIbA+yLDH9tQJ/gN6+5h7253BAVFnqoqk0lQo1ZWtO9QELXrZoelZexKcFAgb+RwTa24IkXT4NS5jiLbwZio1UoEKQcgTLX/xxZr2MnXQC5N/AYTlA0XqOz/oxO2hlxSGTbyqXFqFsESBu+HjI8yKARfTt/F54NXRe23qOwLZEHKeqWQvGw+SC1/XodSFabAmzm78OWkZgo6Sd2yElw71YREalz7JBYdZcU1a7QNFy94IEOGZLh2u1uSDsb5+PjAxcUF3759Q7Jk4SfLjCIYd/nyZTHA+vXr67atXbsWo0ePRmBgIBo3boz58+eLmnLGioNxpocKHm9cfx9LF9/EyxdfI11nZ2eBtu0LYMDA0nBNn/j/YRhLKHzgaXqCFBMRqlopLkvgBHuLPZBK0sf6/j6+5/H+47/IlEWTzat5nMywlU+EXFomUcbM9I8CKw3qbIZSqTm82rytKeo1yAljxfsi4zre2bPriTjmuXzpXbTrnZxt0LJVXrTvWBAFC6X+ZS3dEkWWIyAgTHR1PX3eDUWLaaaLGQu1WoUg5TCEqbb/2GIJO/kKyKXl9TgG6rA6FaGqNbptVFfORj4NFlLjnNKbVPF+yHgEvfISATifU7ehCoxcU1FmZw3n6kXhUq8UbDKmivVjUriB6sp5bT2j2+ZUpTAyDWgGqYVxNpRh4UJDlTh54hUKF06NtOkckJT56DkYF6dPP9WJq1y5si4Yd//+fXTv3h1ubm7IkycPpk+fjnTp0mHMGCpezdifef78C5YtvikOSrU1d7QyZ0mOHj2LigNSnpaadFD784+7LsAyVXK41C4BqRUfkDHjEKrcqQvE0Z9Omn4al0AccU5eAd5e+7Bo9r/o1ucmLC1VUOM1AhTtYCFtAWvZMEglnN1ryqgzplv7PbpA3MDBZYw6EMeMC2VRduxUSCx0DLRp/X1s3vgA7390XP3iE4Qli26KhWrkUse7Vq3zwdnFNtLjDBl4QgTiSLceRY0wEKdGsHJchECcZp+qz0AcoaxkG/koyFUVEaQYLBo7qOEjMqAtpW6wlg0RDSAYS+pUoWH4ev6BCMIFPHoT7XrbnOlFFpxTpYKQWsc9K4pKNLh2rgXLlI54u2if6Lb65fQd0Yk123/tRZCPGS/KyK5TVzPdmBkwMy5t2rTYv38/ihcvLtZHjBiBs2fPiumqZPv27SJL7tGjRzBWnBln3OjjeOrkazEV9diRF9Gur1wlE3r1KY6atbMZ3XQL9mdCPH1EcdfQj5rsRwuXZEjXrjqcaxYVtSeSGj4LbDoUqtsIULShkJxYt5aNh5WsXbwf79jRFxgxfBkmzz6HEqU/RsrIoFpGFtJ6XFvMRM8c16u1CVevaIocV6maGbv2tTT6v1W8LzJuSqUKZ06/EScm9+91F53tIrKwkKJ2nexo37EAqtfMKrIXWjbdIa5LldoON+50N6qTlnScF6KchhDV0h9bpLCVzxPdqA1JpfZGkGIIFGrN1F4xMklO2MrmQCbNbdCxmQPeDxlGsKc3vA9eg/fxm1D6BUa6jk6IU/YaZcHZ5XBNsOf0vfQQL6dsETXkiE3WtMg+vhMsnXmGEzM8o86M+/r1K1KnDk+Lp0BcnTp1dOslSpSAh4dHwo6QmU3XOTr7S1NRqTlDRDY2crRplx9/9SqGPHm5jkdSFPT6I54NX4mwL5qz/yTM2w9v5u6C187zoq5E8nL5OEDB9E6l9kKgoqcuEGcpbftHgThSs1Y2PHVvhma1k6N9l8cYPvaqaO5AGRlByn4IU+2GjXwcpJKEO/hliW/E0FO6QBzVVVm1tqHRB+KY8aPPULXqWcTi6xuMndsfi8DcjeuaGk5hYSrs3/dULBR8i2jSlKpGFYgjIaoFEQJxgI1smsEDcUQqcYGtfAVCVesRrJxMIxX15KjbKmXIUaYcdctmzNSplUr4XnmCzwev4Put59Gut86YCinrl4JztaKJkrFGNeZyTumG56PXii6rQS8/wP3fxSIgZ5Pp59PvGUuK4hSMo0Dcq1evkCFDBoSGhuLWrVsYO3as7vrv37/z2QwWJ69e+WL5kptYv/Yevn2LXJeAvsz06FkMHToVhJOTjcHGyBJXwLP3eDZile6MHB0EWKV1xrerj8U6dWyi7kuUIu/apTaSFc5m4BEzc6FWB4tAnBqarmEySSlYy0YlyGP3+bsEHj/yxvqVEhw/lAnT5l9BlRqabGDKzPgeVgvWsv/BUtoREknSywxNarZs1pxM0k7nWL+5SbSpg4z9KQqsde1eRCxPHntj04b72LzpAT56BYjrP33U/NTOJGjRKi+MSYhyBUKUs3XrlGVsKWsKY0En/KxkHSGXlEag8h+o1E/EiZhg5XgoVGdhI5/OzR2YyQr9/A3eR67B+8gNURYmIomFDCnK5xdZcPb5Mif6yW/7vJmQe1YvPBu5WsyICf3kC/f/LUG2MR3hkD9Loj43YyYbjKPU4aFDh2Lq1KnYs2cPbG1tUaFCBd311Fk1Wzb+osx+P0Xh3Nk3Yirq4YPPEXWidPkKGdCzd3HUrZ8DcjmfhUzKvj94heej1uoKxNrmcEWOCZ1Fm3T/h6/xftVR8ZMEPn2HZ0NXiBbprp1rJ2jKPEs8akUooAyFxMoeprafouLiSvU9sS6BK2zlCyCRJEwHKTrQnT2vFl48/4JLF9+hY/Nq6N2/KIaNPQNIKPgXKL4Ahqn2wUY2CTJpngR5XpbwHtz/hP59jujWZ86paXQ1uljSkzuPC8ZNrIJRYyvhxPGXor7cwQPPRKacra2F+BwaUzZ5iHIDgpWTdOvWsuF/nGWcWGTSnLCX7EawcjpCVavENoX6HPzD6ohuqxbSaoYeImOxolap4HfruagFJ05yqyJ/6bJM64SUdUvCuUYxWCTX73GadYaUyD27F56PWoPA555Q+gfj2bBVyDKklQgMMmYO4lQzjuqsNW3aVNSIs7e3F51UmzRporu+WrVqKF26NCZOnAhjxTXjDNsaeevmh1iy6IbICInIykqGlq3zoWfvYihQkFOUzcG3G+54MX4j1CGaItP2+TMj+1i3SCnxtHvyu+aO96uPIui1V6T7p6hYAOk61oB1etM8S53U66OoVUoo7++C8upKQCqHRa2xkGYoBlMRolyGYOWUH2s2sJfvSJSAmPfnQFSpsBZv3nwT623bZ8KsxQ8RptoU4VZyWEm7wUrWj4uJGxmaNlip3Bq8eukr1jt2KogFiw0/5S4ukvq+yJz4+ATh7OnXyJsvpQjWGVMDnCDlIN26lexfWMv+hikIU51HkGKgLkOaWErbi4Y7EgnP2kgovB9KWGG+/vA5fhOfD11D6IfwDu6CVILkpfPApW4pJCuaHRKpYRMflIEheDlxI/xuPtNskEiQ4a96SNW4nEHHxcyTj55rxsUpGKdFg6NgnCxKUfUvX76I7ZaWCZM5kBg4GKd/b998w4plt7Bm9V34fg2OdF26dA7o3rMoOnUuxFN6zMjXCw/wioq3KjSFqJMVz4lsI9v9tEMTndn7cvouPNcd1zV4EKRSuNQujrTtqplc4dekfOCp/vYeYaemQv3hfvhGSztYNJ0PqZPxTz8IU51GoKIb/SZinbr8WUjD66MmtEcPP6N65fWidiYZ/l95DBxqhSDFcKgQ3shGikywkU+EXFo20cbCYk+lUqNNy50iw5sUKZoGR0+2h7V1nCYdGFxS3hcxwwtVHkCQ8h/6HyPWraQ9YSUbZFRZe7+jUvsgSDEMCvUJ3TYpssNWPpezlhMI74f+HH2lp9kknw9che/FB1CHRWn24pwMLrVLiIW6mhoT+j7wZs4u+Jy4pduWunlFuHapZfBgYURqNe3H/KGGH9RqP6jxDWqEQi4pDokkcs1OZpp8jLmBgxYFs2Li5OT0p+NhSegPwqWLHli84AYO7H8mvrREVLpMetEVtX7DHLCw4HpI5oTO1L2evVOXKp+8fH6Rki61+PnuiP4QO1crIrLhvA9fw4dNp6Hw9advw/A+dA0+J28jVaOySNOiEuQOfKbakAcpqvt7oLiyDFBErgGJ0ACEHRwGy2aLILE13r8VSvULBCr66wJxVtJ+iRqII5TFsnJNA7RusVNM2580/gJy526MRk0OIES1BCHKRfRVBSq8QYCiPSykzUVWhlSSIlHHxX5t5vTLukBcCidrrNvU2OQCcYwlpjDVSQQpB+gCcZbSTiYXiCNSiTNs5UsRqtqEYCXN/gmGCs/hr2gCa9lAWEq7cHMHZjDKgGARxKKpqMFvP0W7PlnRHKIWXPLSuSGJkkhjLCRyGTL9rzksUjrCa7Omo/HHHecQ6v0NmQc0h9Qy4f62qtXUMMsvckBNF1jTXqbrNOuIFHj7rtufRSSV5Ia9fDMkEuMKcjLjF6/MOFOmzYxrWHc1KlXOhTJl06NIsbR8AJ1AgoMV2L6VpqLexP17kf8gUFHr5i3z4K9exUUGAYsb+q9qagewUX3adwkei/br1qlGRaZ/msT54EAZFIJPuy6ITqvaenNEZm+NNC0rI1XDMj/NsjMWSe0ssNrvA8JOTYPa8074xmRpIa/QH8prq6D+/FRskqTKDYtGsyGxML7plnTg5R/WFCq8EutySS2RFaevL1lzZl7BqJFndF2kKcuqcJE0UKqfi6wMpVrTIIBI4Axr2X+wkDYw+f2CKaIaXc0abRPBU3r5d+1rJbpdmqKkti9ixjO9M1DRXdeJ2kLaUtS/NPWgFe2PAxXU3OGRbptcUv5HcwcusxJfvB+KXwO0zweu4OuZu1D9KPmiJUtmC5eaxeFStwSs0xnPlPXYoKDi24V7dSftHQplRbZRHXRlbDShi5AfgTMKkEUNqGkDaX4xBtmA8EY3CUkmKQY7+Tqevm7ifExhmmpSCMbZW43W1d6hIFGx4mlFYK502fQoVTo9UqQwvi+Kxuz9Oz+sXH4bq1fdgY93UKTrUqexQ7ceRdG5S2GkSs0pvHGlVocgWDlbnJGVS8qI4sFSSXKYEtrNeG09A881x3TbKJMt/V/1/ij9XPEtAB+2nBYHIxHT8SkVn6auutQsJs62GaOkcuBJ763q0X4oLi0BwsL/70vzN4K8zF+QWNhAHeCN0B29gQBNzR1p1oqQ1xptVF/K1GolAhVdRZHu8LOc2/U67YBey57dD2Lzxgdi3dXVAafPuyFNWnuRdRiq2oxg5VQxRUJLLqkEG/kESCXc0ERf3rzxRcWya/D1i6bswn9jKmLQENOdOpxU9kXMeChU1xCg6CQyyIiFtCFsZDOTTGdozXHZLISqluu2SZACNvIpsJDWMOjYTBXvh2JHGRwqgm8UsAp89j7a9dQJ1aVeSdEAQWppvK+jJvzwXWSaaTPQIgbMgt69gN/d25BaB0NqHwa5M2Cd0RqQff8RUNME+fVDCgmSQQJHSCT0M5nIgKN1wAFhqp1Qw0fcUi6pAlv5Ekgkxvvas1/jYJwBgnE/mzZEwTntkiEjp51GRR+da1feY/Gim9i7+wmUysgfpeIl0omGDI2b5hYBTxZ3StVjBCoHQKV2j1Q3ytZiGWSSHDCVz8n7VUfwcbsmyEHStKkimi8kVEYPtUT3XH8CPidvReoUZeXqAle3mkhePp9R1ZxIKgee6u+fEHZ6OtTvboRvtE8NiyqDojVrUHm/QNjuv3UBO1mRNpCX6QFjEaSYhFDVCt2XKnuLPZBKMhgku7h+7c24dvW9bj966FhbXfa2Su2FIMVYKNRHI9zLBtayAWIKWFL5smus6P2pWXU97tz+KNbr1MuOzduaQSo13ezEpLAvYsZDoborptNrs0/kkpqwlc9Pkl9OFaoLCFQMghqa/QGxlLaBtWwkZ8fEEe+Hfi3ozUcRgPty8raYlhqR1NZKlHJJWbcUbLIYx8wjpfoVwpS7oBJBqvApn7opoCKgFn26Z+Kx1ATTdIG0CD9jCLJFvB6w/+X3FaXqIfwVbXQnSi2kTWAjm25UJ5xZ7JllMG7hwoWYPn06vLy8UKhQIcyfPx8lS5aM8bbLly/HunXr8OCBJnOgWLFimDRp0k9v/7Ng3NWrz/DkUQAuX3onlpcvIhSFj0H69MlE1hwF5sqWS488eVOa9MH3nwgJUWDnjsdYuugmbt+K3OHSwkKKJs1oKmoxlCiZzmBjNHWUpUNnXCkjjmpFRWcPW/lsWEirwZhR44W3C/fB++BV3TbXrrVFbbfEEPT6IzzXHYPvpfDpI8Q2hytcO9cWXaOMhSkfeIpsuCeHobi4SNSC05LmrQd52V6QWMacTaZ8cwWKQyPogyHW5ZUHQpa3HgwtVLkLQcqBP9bkYpqBXFraYOP59DEAlcuvxbt3dLAKtGiVFytWR56OGqY6hiDF6EhfAmWSArCRTYZMmtcg4zYHfXsdwro198TlLFmT4+zFTkie3LQz6U15X8SM7wSi5kupny5zV5MlYoWkSqX++qO5Q3jmvxRZfzR3yGfQsZkS3g9FpwpVwPfSQxGE87+vKZ8RkU22dEhZvxScKheCzMZ4/o8pVHcQoOiQ4NNBVYFyqAKtILdPDZmNS4QgWoSf4rLDj58RA2uJ+3daobryIxtYk7FHdSStZSO4jIgJ8jG3YNzWrVvRsWNHLFmyBKVKlcKcOXOwfft2uLu7I1WqVNFu365dO5QrVw5ly5aFtbU1pk6dit27d+Phw4dwdXWNdzdVrw/+uHJZE5ijn3fvfIzWdCAiR0crlCrzI3OuTHoULZ70687Ra7RyxW2sWnEbnz8FRrouZSpbdOlWBF27FRFTqlj8qdRvEagYCKU6PNuIpsxZywYjWDkjQp0SCaxlg2Ap/csod/ZqpRKvZ+7Al1M/aohJJMjYtxFS1iuV6M/t/+gN3q8+Gu3gxaFwNrh2rgW7XPrPeEoqB5405VRxegZUb8MDrLBz0WTDZfz9SRHlgz1QnJurWZHKYFFvarQsOv0fNLbWHUBZy8bBSkZZHYZ17+5H1Ky6AYGBmmD86HGV8L9BZSLdhs4wByunI1S1McJWGSylXWEt68+ZGQls7eq7+Lv3YV1Nv5NnOyJ/gejHKabGVPdFzPhqqQWEtdFN15JJSsNOvirRvwQbA/oqFabaiiDleDot+GOrxY/mDl05QyYWeD8ULsTrCz5Tc7KjN0Q5logklnIRfKNjaduc6Y3u+J8C8gGKtj8aH/xsumeyCEE0mnkWMSstfLv2dkpfGV6M2YNA9w/iUSQWMmQe1BJOFQvCmNBJ0kBF7/DO0bJBsJb1MvSwWByZXTCOAnAlSpTAggULxLpKpUKGDBnw999/Y+jQob+9v1KpRIoUKcT9KagX32BcVN+/h+DG9Q+iI+iVS+9w/Zqn7ktRTGgaZtFiEevOucLJKWl8Ebpx3VM0ZNi98zHCwiKnFBcukho9+xRHs+Z5YGWVtIOR+jmY24Yg5YQIZ5MksJL2gJXsH3FmWa0OFFMiFGrNF8LwWixTjOqAl87mvZqyOTxDTSpF5oHN4Vy1iF5fT78bT0VQLuil5g+4FnVwpemr1hlSwlBM7cBTZMM9PQHFhXlASHjNMmnu2pCX6wOJVeyD8IoLC6G8t0OzYmkHi6YLIHXKDH2jKZ/+YY2hhqbZjKW0rai/Ziz273VHu9a7deubtjZF/YY5o91OobqBIOUIqNTPIk1nt5GPh1xaXm/jTcpu3viAWtU2IDRUU5ty+aoGaNUmaWS9mNq+iBkfpfoNAsJa6falMklR2MnXQCIxr5OzSvXLH80dNLN3iExSFrbyGZBKjGP6oLEy9/0QncD+ds1dZMH53XxGB12RrqfjVeqI6lytKOQONkb7+dfsB7QB+TKwkQ2HRJIcEjj8mO4Zv8A0NW57OWkT/K5rmoGR9D3qIXVT4zrGCVVSUH6Ybp1mK1jKWhl0TCxuzCoYFxoaCltbW+zYsQONGzfWbXdzc4Ovry/27t3728f4/v27yKCjbLr69etHuz4kJEQsEYNxFOz78OHDL4NxUYWFKXH/3mdcvfwely+/Ez+9ozQqiCp3HmeULuOK0mXSi5/pMzgY3RmMn6EvHPv3PsXSxbfFl5CIZDIJGjTKgb96FRVTUU3ldzJmarU3QjESSmjaeRMJ0sMSUyGTFI9yWzUUWIQwzNNtkyI/LLHIKDp5qYJD8XriZvjfeSHWqYFCxiEt4Vg6j8Gmyvqef4CPG04i1CvCdHSpFE41iiBV68qwdHE0yIHn8ePHUaNGDaM/8FQHfoX6whzgzeXwjTZOkFToD0mmMnF/PJUS6hPjwh/PPjUkjeZBYpsiAUf9mzGogxGC9lDhvliXogSsQFkcxtWFd9aMq5g47oK4bGdngUPHWseYjaVWh0KBZQjDkkhT22VoAksMgUSiv9c2qfHxCUSVChvw/t13sd79ryKYMr0qkgKV+gPClOdw585rFCnUEhbyzPw3ncWJSu0p9qVqaOpcSpAP1qBAXOJ/iTFGtC+m4zMFqAap9itWclhiAuQSbu6QFI6JElKYjx++HL+FL0dvIMxbM71bi46fk5XJA+c6JWCX37j3zSr1e4SgHdTQfGeUovCPY6qEa4KlVijxbtF+fD1+S7fNpVEZpO1Sy6jqQoep6Vhs5o81KSwxV9TOZKYTjEubNq15BOM8PT3F1NJLly6hTJnwL3SDBw/G2bNncfVqhGlQP9G7d28cPXpUTFOlaatRjRkzBmPHjo22fdOmTSIQ+EfdIT+E4ql7EJ66B+LpkyB4ef26s4uTkxw5c9siZy4b5Mpti/QZrIyu7tw3XwVOn/yKkyd84ftVEek6ewcZqlZLjmo1UsDJ2Xz+UCY2l9T3kDP/Nlhahqeie3qUxovHjaBUWv/yfnkKboRMrvnchQQ74MGtrvj+LRMMRRKigMuhJ7Dy0mROqeRS+NTJhZD0RtAARamC3eNPSHbjPWRB4cEKtUwC/wJp4FfEFeokPtU8PtIEuiPvt9OwVIUXDPa0yYXHyasgTBr/bEyZKhQlvbfDMUzTYdXXIg2upWwOlUQf74EauQtuRBrXm2ItODAFbl4egLBQ48vioL81ixd44vJFzUG6s4scYydkgWPymF8nW7uPyJl/K5I7hU/RDg21w/PHTfDJs6j4qsxij8pVTJvsgYf3NfvnHDltMHxUJsjlpv06SqWhyJj1FDJkPQWZLHx/qAizRsD3tPD/nk4sAWJJ88u/Rcx8WVp9Q+FSC2Br5y3W6bNy52ofhIUZ375U35I7PUOeQhthZf0t0rHd88eNoVIaT30vZgBqNaze+8HuwUfYvP4CSZRv4goHSwTkTY2A3CmhsjWuE4QxsbT0Q+HS83X7AX+/dGI/oFDE/3v2T6nVSHbjnTiW1wrM5oQv1bIDMmMJyKmRLfc+ZMhyRqypVDLcu/4XfL+YRuM9cxcYGIi2bdtyMC42wbgpU6Zg2rRpOHPmDAoWjHneeEJlxsXGx48BuHrlvciau3L5Pe7f+xStw2hEyRytULJkOpQS2XOuKFI0NWxsDBPkohp5Sxffwu6d7rppOFr58qfEX72KoGnz3AYbX1KkVn9HKCZCifBpaIDzj7Onscu6UKmfIAS9dWekqVuQJcZDLgnPNNUXqmvxctRaBL/UNPWQ2lkjy+j2sMuTEcaEMvc+772Mz7suQBUYvm+g8aZqVh4uDUpDap34Bz/GfhZYHeQL9cUFwKvwLriwdoSkfH9IsiTMtAB1gA/Ue/8GAjQHcMhSEZJqNKUhcQ+owtQrEYZpP9ZsYI0toi6jsQoKCkPDuttw66bm/1bJUumw50CLn5YGUKtVUGI7QjGd8sd126WoAEuMgVSSXm9jN3UTxl3A7BmaY5FUqWxx6nwHpDXhuqh0yKfEEfH5V8Mz1veTICOkyAUJckGK3D8uU70iY/nyw/RNrf6CYHSAGs/FugSZYI0NkEhMv45iQlGrfRGKUVAivPu1BJlhiRmi4Q4znWOihPL11B183HIGoR++RL5CIoFD8RxwrlsSDkWyQ2I0gaXff8Y1+4Gnus+3NTZCInFJ1Of1OXoT7xftp0iXWKfMwcwj2kBmbxxTeOk4LBTDoMSeH1vsYI31kEqSRnmLpMzHnDLj/mSa6owZMzBhwgScOHECxYtHnsaXEDXjEoK/f6iotyY6tl70wLWrv687V6RoGk1TiLLpUbJ0ejg7J95Ohabe0lRUqgdHTSsiooy9+g1yoFff4ihbLoNRp0abIuq6Q00aIn4ZohRmG/lESCVx+1yq1F8QqOgDpTo8eG0p7S4aPkgkMuhD6OdveDZ8JYI9NFlOckc75JjUBbbZjLejrsIvAF5bz+LTvstQh4VngcpTOCBd+2pwqVVcTBEwx/ooyhfnoDg3Gwjy1W2TZqsEecV/ILFJnqDPpfJ+jrDd/YAwzbR/WZG2kJfpjsQSpjqDQEVX3fQhW/lCWEjrwBQa6FCHVU9PTXCtbfv8WLys3i/3zSr1JwQpxkChPhJhqw2sZf/CUtoJEr1kIZqug/ufok3LXbryDPsPt0H5CsZ1ciGuhbWDlOMi/a2g7sFytMGL517Iml0BFdzjEKSzg0ySSywUzJZJ8ojL1MmOJW3UPMZf0Q4q9UOxLoEr7C3opMbvG6klhBBPH3zYdAqyZLZI1746ZLZWRl4PeLv4vwdom5/JYS0bII7V9HWcZuyM+ZgooXzYfBqea8O77mqPOV1qF4dL7RKwSm1a5STUan8EKNpDqdZ0GJcgHewttkEq0c+x/7erT0QdOVWI5ru1dabUyDGhEyxTJuxxanyp1WEIVPSCQn1KrEvgDDuLrZBJshp6aOwXzKpmnLaBQ8mSJTF//nxdA4eMGTOib9++P23gQNlwEydOFNNTS5cuHafn02cwLua6c580HVsvvcOlSx7RupJGlTuPC8qW0zSFoABdxoyOfxwY8/EOxJrVd7Fi6S28fx+eNUGSp7BGp86F0K1HUWTMZARTC5MYtTpEdEQNVa2KUEvEHjay0bCQNo33e0s7/GDlWISqNum2ySWVYCufm+h1W+ig+OmwlQj9qKnHZuHiiJyTu8A6g2mcHQ/97AvP9Sfhc+ImRS90263SOSOdW02kqJA/UWpRGOOBpzrYD4rz86B6djJ8o1UyyCv2hyxH4tXIUr65AsWhEVRMTqzLqwyCLE/dhH8e9Uv4hzXRZYtZSfvBWv4PTMXtW16oXX0DgoI0wePxE6ug/4DfdycOUx1HkGI01NBk1hGZJL8oLCyT8lnamDx79gVVyq+Fn58me3bSlKro2//33YKNkUr9FSHK2T/+PoQ3YZJLKsJa/h9UioyR9kUUaFGqn+gWysBWqt0jdIn8NcqY0wTmckMmpUBdHkiRkYMOSYRaHYAAhRuUak3dJglSw85iC2QS/ZTI8Dl1G28X7NVlttMX8OyjO4i/2cZMqX6FIMU/UKo1dUq1HWdt5TMhlaSFuTPGY6KEQl+1Pdcdh9fm8LrQDoWziY6oycvkTdQTv4lZdzdA0Vl3ckeClD8CTfptxhXg7oHno9bqus5auCRDjvGdYZMljRG9Th2hVN+IcOJiOzd0MWI+5haM27p1q8iEW7p0qQjKzZkzB9u2bcOTJ0+QOnVq0SGVprJOnjxZ3H7q1KkYNWqUqPlWrlw53ePY29uLxZiDcVHRS//ixVcRmBPZc5fe4fmzKGnLUaRL56ALzFGQLm++lJDFMpX5wf1PWLLoBrZteYTg4Mj14PLkdUHP3sVFdzhb26T1R9BYKFUPEaj8H1Tqp1EOxKYn2NnkEOUGBIuzr5r3V4qssLVYlmhnYYJefxQZcWFffgQ30johx+RusEpjWmf3SNDbT+KMpe9FzZl+LZts6eDauRaSFcuRoBmixnbgqXx9GYozM4DA8H2QNEs5yCsNgMTWKe6Pp1AhxC8MId/CYJ/WBhbWvz7YVN7fLQKBmieWwaL+VEjTF0OCZnKENYEKr3SZqLbyRSY3zW73zidwa6+Z9kAfxy07mqNO3eyxmhavORGwIcKJABkspV1hLesPicQ4pnYYgwP7nuJ//xzDhw+a2pdNm+XG6vWNTC5DXK1WIFS1WQTi1IiQ5UrTCeUjRTkE+p1isy9Sq5VQ4a0mMKcKD9Sp4RHL0dhAJskpAnMiSPdjMdci/6ZK88WyC5TqKxEyPTZDJvn9PuhPKQND8HbRXnw5cTvadTQ1Leuw1khWLHq3aWNCJ05DlHMQolqi2w9L4ChmRVhIE/4ElCkxtmOihPyu937lEXzcEV7yw7VrHaRpURGm3KQkUNETCrWmJpoEyWEn3yxOvhhCsKc3no9YjZAfU3+ltlYiQO9QKBuMJ5O4FVTipBYgleSEnZwyiY0jg4+ZeTCOLFiwANOnT4eXlxcKFy6MefPmiYw5UrlyZWTOnBlr1qwR63T5zZs30R5j9OjRolmDKQXjYvLpY4CYMqoNzt294/XrunPJrFCytKtuamux4mkj1XVTKFQ4fPAZFi+8gQvnIx800/eKOvWyo1ef4qhYKZPJfdEwpS9EIaqlCFFSoEE7TdkS1rKBsJR2SfBggEJ1GYGKvlBD2znUAbby+bCQJuwf/oCn7/BsxCoovwfpzk7nnNQFFs6m/eUq4MlbvFt1FP73Xkba7lAoqwjK2eXOmKQOPNUh/lBcWACVe3hNG1jaQ1W0N4JTVBABteBvmqBaMF32jbgeqvmpXY9wOTQgPOBv5SBH3XlFUbhDll+OhcahvLfzxxjsYNF0AaROf36WlQIJgYpuUKjPinWpJBfs5TsStMuXPk2eeAGTJ2g6rNrbW+LEmQ7ixExsKFS3EKQcHumkgAQZYCOfAAtpBZizdx5+GDTgOA4eeKbbliu3M06fdxOvs6mVQghSjtUd/GvYwkrWB1bi745VguyLKMhLWXOaDLrHPy7Tc4Y3JPoVmtakCczl0Ux1lVI9OuoaaHqZIuaQ2a/5Aq7ZjwLJYC++gCd+p3Q63ng1ZYvIxNdKUakggl5+0JXHgFQC1y61kbpZBaM/nlWoriJQMUDXeZJYSJuLWRKm+ncpqRwTJST6iv1uyQF82ntJty1Dz/pI1Tg8mcTU0PFUkLI/wlSHfmyxg518A+TSQgYdV5ivv8iQC3yqKbtE2YaZB7aAU2XDjiti2RD/sBa6E1gySTHYydfxiVAjZJbBOH0y9mBcVAEBEevOvcO1q+8REPDzunMWFlIUKZpWBOaoQcTaVXfw9m3kVtmOjlbo4FYQ3XsWQ5YsHJVPTEr1awQpBuqmcxCpJC9sZTMT9QySSv0WAYoeEb5wS2EtG/Yj+PfnB6nf77/C89FrddNEbHO4IsfEzpAnSxoHkbRb/H7rmQjKBb2IXD8pedl8SNepJmwypjLKA0/q/hj6/UdgzDc8SBbiFxopWEY/HSQPUSjrLtjahO8jXrpnwoH1FeHvl/DvZel+OVBzamHILGIOQKtVSiiOjILq9Y8DV4c0sGy2CBLbP8u0DFJMRqhqubgsQQrYW+yBVJIBpvz57NxhL3btfCLWM2VyFAEjl5S2sT6rHaJahhDlApqordtuIW0Ca9kISCVxz4Q0ZUqlCksX38SEsedFrVet6jWzYsGiOkjnajo10FTq9whSTIJCfTjSdgtpY1jLhkAqSZ3o+yIqXK2Cx4/prZRJ91gEBVWIfiI1ZlY/sui0dehyi8ucRWDYk4p0kk+h1ta7soedfP3/2zsP8CiqtY//p2xNT0hCCD0UFZAmINgA+7XrVey9XRuWK5Zrv9f+2bF77RVs2BuCXhWVJoIoHUILpLetU77nnJmd3U2BEJJteX/PM8/MOTM7O7PlzDn/85ZOH4DrmoZt7/+ALS9/BV0xkouJLjt6X3E88g4eCbXRh3UPzkDtz39ar8mdNBx9pp4Yk0RMu4Ou18Kr3oKg9mmU1apLfjTuwkY8SDUxjv12mTt1xWe/WnW9rzyeu6YmK6xt96o3Iqi9a9Y4kCa/DFlMjHtSfQGsu+dN1P4anoTqedHfUHDi/gkh0LMxYWPwFOioiAgn9BwEIfl/76lEJYlxnUuyiXFNYZZuRty5jWbcuU3cmq4tDByUy11RTztjaNLN8icb7G/F3IN86t0RcXZEOMRL4ZCugiDYYxJY1aNcB0X/2qqziSfBJf0nyipiV6ldsAJr7nodesCwfEof1g8D7jgbUpoTqQbrTFX/bxl3X42ckWcz8HmHjEaPsw5ud6DYljqeXEhrUEyxLGx11lRECwlrvMws1Ux3UFbHhLidtep2ZwAHH/8TRk4wxByGz2vHN+9PwO+/MJG4fZ0We5oMR5YNzmwbnJk2vq0GNKybs906pt/EApz89gSkdWv5N6gHvQh+MBV6hWGdJBTuBdtxD0OQ2/ebDagfwKteZ5ZkPhMpi7sWazQRYcmAjjz0DR5HjrHf/r0w69NTeSKgXYmh51VuhqqHBwsCcuGUboFNTD63zPbw2+IyTL3iC+tzZBQUpuH+Bw/hGcST5TPQdS/86rPcChvwR8UGdEp3QBZHxX0QzGKNha3omFBnWNIBhjvwzhBQZCaMYMLcnqYVXT9KRBITS5jrENQ+Mmuc5gC8c2MosvAX6/9vJuoWhS1V3YN6ot+NU+Ds0S3qOb31jdnY+oYRJD0UXqLktjMTPiC+kdzhfXhV5tkT6svLcEhTeX+xK1mIppIYp6saNjz2Piq/WmhUCAL6XHMiuh3W9oSDifhb9an/RkAzPNUAG9zys7CJE5FI6KpqiKCfz7fqCo6fgJ4XHZUQGWpVbTkalFOt5x7ra7mkh5IuZEoqU0liXOeS7GJcU9jXt3ZtDX7+aaPl2rpqZXTcucOOKOGuqJMm9+VZUonOxchgeKMVSyE82/l/kMWOi4HV1lksIz4Js4AxkIRRcMtPQxTa5tYWSfX/lmLd/e9YM9SZ+wxCyS1nJPwM9O7C7rfiywXY8vpsKNXhpCeCTUbBsePRfcpBu2QVWPpTBeY/twprF26EW87kQhpf6nYupO0ufQdtwlGnz0VWbngAvPavnvjqg8kIItcQ07iQZjdEtSwbHJnmmu3jiz2q7DCPkeSWOxMLnl+Dz65aBDVoBI/P7uPGqe/uj6KRLQ+U9IZyBN67DGg0Zg/FkomQD7t1lzsrirYEjcoUy/rLKd0Jh3QWUoUtm+t5htWyMuO7PPvcvfHEU0fukoDE2oigNgNelcVlDf+2ZeEA7rqazBaEO4JZwN3z7//hqekLuAge4vwLR+COf09EdrYzafoAzAqOWcNFZkFlsbyc0vXc9W1n/5t4DoLZ9evYbApzRjw6JtRpWB8R23BH2Hn8nZBIF3J37WrWnZ1rCXMzbyMM7HDLz3e6S3vt/BVY/9C7UGrCz6nCkw9Ej7MPhWhrWXyt/vEPrP+/GdC8ASure/+bT+chJpLDi+IaqPoSq04SxprJHWKToTbepIoYx8QgJiJXzTG/S1FEv+tPRu6kEUhmfMrDEWMJEW758YSNc8ieKyzb8tbXvrHqsvcfin7TToFotyWEmzpLghPqm7Ls9k6J9XFpjJ4IkBjXyaSaGNcS5dsb8cvPm3nw6UkH98WAAdQpjRUshoJXuTUiXhtrZE+DU7o5rnFAAuon8KrT2OPUsjBIk5+BJA5r8zkqvlqIDY++Z2Uc5Q+2G6a02jFORZgJ/PYPf8K2md9x95gQLFhs95MPQsEJ+0FqRZhkCQ3+mrUZPz28Apt+ibCy6wBsLiksjLUgnLFtd5aK3o4PkaOEs3npkgv6yItgG3Es5F2wqGoPTIB855Qf0VDms675uOfHYNipLWfg0ypWI/j+lYBiHC+NOh3yvhe1+f00fRsagsdBx/aI/+F/Uq6zw8IY/O2wN62kPPc+cDAuv3JMuyYRWPKXcBwYhhNO6RrYxfNSyvro889W459Xf4WNG+uikhg9Pv0IjBvfE8kCc//0qndZ2ewMZNjFc+CUrmxzcoREHATrugeqvsqMQxdKGMFcEaMzwLeGgAJTmIsU6fqTO9AuW8LchYD2ilkj84k8m3hwp72nFlCw+aUvsP2DH606OScD/a4/BZmjBrQpqdSaO1+1ArkzIaTXpUch/5jxCd/2G8kdnoBfeyoi63EmXNLdsEtHIdVJxHaoPRO3a+97GzU/LDMqJBH9bzwVOQe0va+diDCra596v1V2SQ/ALv0diQ6bRN/w2AfM7YSX04f2RcntZ0HOaFtIj86EZbn3KP+w/usO6To4pcvjfVkESIzrdLqCGEfEJ1MOczMIakaWw1Cab5d8H2ziJCQCqrYMjcolEQGDHeYD9ZidvpYFn9349MdWOe+w0egz9QQIUtdxoYhEqfegbMZ3/HMJuesy5Jx0FJ0+Gd2OGGOJlP76IBa9tA6/PLES1euau5RLDtEUzcLCmSWmma6efF+2vUWxja13JqRpm39DcM4DQF04WLRQPBK2SdMgZMYuvXrdZg/e/vuP2Dw/bL2733V74JB7hkFswX2AZ3j9/Bbmh8TL8qRpkPY8sk2BxhuVUy0rA0kYw+MbxcI9PB7MfGc5LjjXcCFj1s8z3v87Dju8fVnEgtpseJXbogKLi8IQuKV7IYlDkcxs3VKPG/75DT78IBxPxumUMe2mCbjq6nG75OIbTzS9Gn71YR4KITxoZ9aMB8Ip3wpJKEnJQbBhRbfFEudCmV2NDMnhz6F17JCFMbCJR0EWDyPruZ181n71QTPrJ0OES3qsU0UhloiBCRmRcVozxwxG3+v+Dlt2epvPo9R7se6+t1C3cFVUn6X3FcclhFXMzlC0X83kDluahBi5E4IQfxGhs0iWdmhHQvJaFq/MjF8o2CRumZk9fi8kM371DfjUW62yU7odDolZdSUHzMp27X/egOY34q07exdg4H/Og70g/jFIA+pMeNUbrLIhvJ8W12siQGJcZ0NiHNHRKNqP8CjTogavsnAkXPK/E66zr+nl8CiXQdXNOBZMkhMvg0O6tkVXJtY8lL0zlwdPDlFw3AT0vOQoCCLFNwiU12Lrm7NR8eVCa+aNYS/KRc7RB2L5rw4sfGEtj+UWSeGwLIy9agA2pi3D0Scc1WkdTz3og/rLC+EMpQzZCXn8xRCHsphgsf8Ogz4Vn165EItfYgNog5JDCvH3N8fDnds8Lpz6+/tQfnjCKIgSbEc/ALFn6/Gv2G/Wq/4TQe0DXhZQbCZsSO32/q47vsf/3f+TlWV79ndnYfAe4bhKu5oh06c+hID2WoSroMgTwDilq5NuQMgSNLz4wm+487bvUFcXjqfGQjc8/PjhKClJ7LhSkUH0A9qb8KuPQEdtVBgEp3wLZGFyu6x/kn0QrOs+qPrKcMIIM7Nr5GfUHAmyMIG7WRnCXHL8BmKFT53OBd8QLulB2KWTOuW9WJtd+fVCbHzyI2vAzISM4guO5P2N9vymWcyuzS9/iW0zv7fq0vbohf63nAF7tywkxwQvS+7wSVTyrzT52ZR1W03mdoj9btf853XUzTeSpgl2mccszNqn8xK1xYKA+qEZc1dPaustlo2ZZVoNub3b8jIx4N/nwt2/KN6XBr/6HHzqfRHuv0/AJu580pnoPEiM62RIjCM6cgDgUx+ICGbKyOCzl4kc/JxZDXnVWyOyITHx8BAem0QQwlkDWdOw+cUvojqzzOqr6KxDEvbe4oVv43ZsfuXrsGuCSW29E3+u7oHtlexzFTDgsO6YcM1g9D+kEIqidGrHU9u6DMq390OvNdK8M4SiYbBNvgFCVnw78+y39evTq/HFtYuhKcYjKKd/Gk57b38UDms+W6n87wmoS983Co502E6YDjG3ZfdWv/oCfOo9ZsmFdPldSOKeSHVY3LOzTvsAH39kDAb69c/Gt9+fg7w8V7vPqWiL4VVvisjKzH7FvfhEg008EMnAsqXbcdXlX3B33hAs6+y99x+MU07dK2naMkWbx11SWVbSMG44pStMN2JHlxwE79iKrizKio79nnWE28MwMmRhPy7M2cTDIAiJL9Z0JtFtKLOEuQsO6cxOeS8W7mHD4x+g+rvfrTpHz3z0v+lUuEt67Pb5q+YuwfpH3oNuinzM5bXk1jOQvlfLz4/ES+4wi/fXQskdWIIdt/xkwmSv7EiStR1i4UvW3PEq6n9bw8uCw8aTmmWO3LlbdSIT1L6CR2HCmxEj2iFeAoc0LWmemU1hruurbnkR/s2VVniZklvPTIjvyavci4D2vFmyI01+EbI4Ic5X1XWpJDGucyExjugIVG0pz1SqYbVVJwnj4ZYfhCjsfgcyNtleXzazvRoWXSwINsuMJAl9jJTsT36Eik/DsYjYLHX3k5NjAB4PIWT151ux+JFfkVX3B/IjkiMwfPZu6HXxEeh99JBO73jqSgDqry9C/Y0F3Dabd8kOad8LIQ07EYKYOK5467/fjhlTfkJjud/Kxnr8i2Mx5KTopAG6pkL5/FZoG+YZFZlFsJ/4JAR3tDVLUPsOHuUC6zftlqcnbIDhzqCxMYDDJr/OM24zDjyoNz74eApstvZ/57oegF97nscyCgUbDllp2MVjYROPgSjEf3a5pWyz9939A5547Feoaribw5Jc3PmfSbslUsYSTd/MkzOwJA2R2MQT4JSmQRQKu+wguD3PPU1fhoD2KY+N2LIwZzOFuaNgEw9tc9y9VKG5S9rNcEgXdsp7NSzfwBNCBbaFY+zmHb4Pev3jmFZjr7YHz5otWHPnawhsr+FlQZbQ6/JjkX9k52aD7ShY7ERP8GJo2GDWyHBKt8EunpG0wkiqtEOqx4/Vt7+ChqWGpb/osmPAXeciY1g/JDNB7X/wKBdFJBg4g4vyyf57C9Y0cOG08a+NVlvQ59qTkDd5ZFyvy/DomIagFvJiSUOa/AZkce+4XldXpZLEuM6FxDhid92E/NrT5sA0FCvMwQdFLGh2sqWmNh64V7J/Bi8LyIZLeBybHt6Mqjm/GQcJAo+1kn9U6s3EdoTL5ZLX1+Pnx1ai/M9wMPhuufUYOngrMtM8Ucdnjd8LxeceBlefwk7peGrb/oQy+z7oNaVWnVC4F+TJN0DM6Y1EpHYjiyP3A7YsDA/IDrhxT0y+c2hUHDk96EXwg6ugVxgCuFA4BLbjHoYgG4M2VV+LhuAJVoB3h3glnPI16GpsLK3FpANfxfZthiXFBReNxMOPHbbbnWj2+XqVfzVJFsAQIAnjTGHuyISwKvr6q7W49qovsWFD2E1x0OA8PDb9cOy3f2L+D5qi61741Wfg155jEolVLwnDeMweWWzdVbsrDIJ3F9b1VfXfuSgX1D6Nis8VLcwdYApzB6e8MBdQ34NXvd4qO6Sr4ZSu6vD3YS6kLObqFpbp0AzvIKU50XvqCcg9cO9OG4SvvectNPy+1qrLP3ocel5ydFIkodL1WniUq6Do/7PqbOKpcEl3pEws1GRrh5hV56pbXkLjn6WWpRWLRZYMVpc7QtEWmJk+vdbED3NTT7bxTWtovgCPTRmK7ccoPv8Inq05nmIjG1+yMEKK/o1lBZtmmwFJSPxs0KlGJYlxnQuJccTuDUb/CVX/LWJgNBQu+SFIwkAkK6q+zpx1NUzsdU1ExXMjUPvZAB6jKxVSsnc0jeU+7mY5/+nVllVXiLyB6dh36mAMP7M3PItWYPMrX1pm8RxRQN7Bo5B/6kH4ZsFPHdLx1NUA1PmvQl38lpXsAKIN0rjzIA0/JaGs4Voi6FXw0aUL8PsboZl/YOCRRTjptX3hyg4PNPSGcgTeuwxorOBlccAkyIfewmws0BA8ERqMgZYsHAa3/FTKdB53FZZN+6jD30QgYLiXPPjwobjkH6M7yG3qAx5LLpQco3mA/ImwS8dCFg7eLdfJ9rCtrAE3TpuN92aGO9ksKcM/bxiPa67bFw5HMgy6dW4F51XujopDKiAPTul62MS/d/jvOtkGwZ0jzC3hopxhMRf+3KN/2wearqwHR4V0SAUC6qfwqlMtq2K7eDGc0g0dPjgNVNRi3QMzokSxtD17o98Np8LRPafTM11ueuEznhE9RPqQvuh/y+mw5ST+96nrKnzqgwhwgd5AEkbzZ50o5CPZSaZ2iCXxWnXzi/Cs2szLUroLA+85H2mDkicbd2uJ3hqU03mfKtyXmp5S2dQZuqoa3j+f/WrV5R87Hr0uORpCC8nEYnZdug+NyrlQdeO6BPRAum1mQnofpDKVJMZ1LiTGEe1z6XwdPvVe5nBo1kpm4oMrIAiJ3Wloa7DgxsBUqMJ3Vl3tVwOQ2e1BZO87PK7XlkiU/1WHeY+twJLXNkDxGUJHiD7752PCtYMx6OgePKNl5ACg4quF2PrGbAQrw9ZzzDy+bkgBxt96IRzp7Q+Ir5WvNKzhqsIJEYT8QZAPvhFibr+k+p/9/PhKfDVtCTTTrZAJm6e+tz8K9gpbW2nlq7iFHBTjvyiOPh2BUT9B0Y3frigM5nHiBCENXZm33lyGSy4wgn9LkoD3Zp2CyQf361ARP6h9hKA6CxrWt3BEOmzi4bCLx3EXfkGQOtVN/JWXluD2W+agpiYsjh9wYG88+sThGDgoOZ71qvYnjwsXbX0oc6trp3Rlp1lmJdMguLPRdY1PuBnC3Oc87lxrorMhzLGkGW3P9JmIsAzKHuUflrW/XTybW192tBBXM2851j/8LtR6rzUxVXTqJBSdMTmmmdnZ87j0iQ+hB437tXXL4sH2k0VIMYLq32i5EAooglt+Ould2pKlHWJWlkyI8641RHs5Kw0D770gIZIB7K47dGPwNOgwst3Lwv5wy8/HfFItVvAEdW/PxZZXwgnqsicMQb8bpkB02OI6HmtQTuNJiBiiMBBp8tuUZCiGkBjXyZAYR+wKml4Gr3IjFD2cxEBEX7jkhyGLqWMtpjR4sfr2l+Dc5xPknPSXVS8JY8xZ1677X2FN5Pq52/HTIyuw8rNoiwlRErDXST15UobiMXk7NY3f/tE8lM2YC7UhJOoCjl756H/jrger1tUg1IVvQF30OqCZwqAoQ9rnbEgjT4MgJedM5trZ2zDz9J/gqTRjlaTLOPGVcdjzuPBASV0/D8rnt3ArwODYaqh7h9ysc8zMqdEx57oqt98yF4889DPfzs52YPb352DgwNxOsCpaygONs8x/OsqbHSMgHzbxaJ7YhrlZduQg/8/l5Zh6xZf4eV44/ldOrhP33DcZp5/Zse/VWWh6Nc9cGdDesiyTGMwSyynfCkko6dT3T5ZBcHyEuUWmKyuzmDNiMUbjMIU55so6KekmARTtBzQqLCac0d7axJPhku7tUOtLlmmSWaSVf2y0Rfx9umWh37RTkLF3fFywGldsxJp/v45ghfnssMnoM/UE5B3Sce7fnYmi/Q6PcmmEWOzg35tdOh7JSjK0Q8Gqeqy88QX4So22QM5Jx6B7L4Sr7+7H7ownml6KhuAU6NjGy5KwD9Lkl5Muc3p7xfkNj73PZsN4OW2vPhhwx1mQM+PXlmt6ORqDJ0OD4QItCSORJr/WJb6PRIDEuE6GxDiirQTUT3ggYx3huEN28Uw4pRtTqkHks3z/ehHeNYbQlHn4ZhT84xdANLKPCShGmvxcl8hIGYka1PDHzFL89OhKbF0UjmfGcGTIGHVBf+x75SBk99m1B7ZS78W2md9h24c/Qg8YM/OCTULxuYej4IT9IIg7HwRpFWugfHufFT+NnyOvxLCG6xb/zFC7S/X6Rrx90g8oW2IE3GZMvHUIDrp1iGV1qPz+HgJl9yE40XQB1kWk2V6DLI6P12UnHKqq4fQp7+PzT43fyYCBuZj93dnIyXF2mhuVov9kWMxpX1quLpGI6AebdBxs4rGQhL7tfi+vN4gH7/sJjz78CxQlLGCddsZQ3H3vZJ4xNdFhMWIC2pvwq49EPWdE9IFTvgWyMDkmYmIyDIITQ5hbYApzn7coOgNOyMIk2KWjuECX6P0ERfsVjcp5EbGhjoFLerhDrVi9G7Zh3b1vw7u+LMr6pM81J0LOcMddWFnznzfQuDwcHoE9g3teeGRMLfV2Z8DOYkyp+kKrznAvvr5TLZG7ajvEXKxX3vAC/JuNMBm2bpkYdN+FcPbMT3qjA0OIM5IaiMJQpMuvp3yMzEhqF6zE2v+8wSfNQxmdWfy/znad3xGqvoELcjqM35ssHMST7KVKjMhEppLEuM6FxDiiLYFyveptCGofW3UCCuCSH4BNTK1sooHyWqy86b/wbyoPm9vfcz7s/Vgn75IISwAX3PL/8QDtqY63JoCFL6zFL9NXom6T6U5jktXLjXFXDsToC/rDmbV7D8T6tVuw7Lb/wl4RTvKQMXIA+l73d9i7tRwEn2UVVRe9BXXBK4BmJhARREijz+SLICVeB7a9BDwKZl00H8veCSejGHxMD5z4yr5wZtqgaEvQGPg7IBpWgfIvRXANfSthE1XEi/p6P8+w+scy4z8+aXJf7rIqy2Knxz5R9G8RUD+Cos9hQ61mx0jCcG4tx6yKdiXm0Zxv1+Oaq77E2jVhkbxkQA53ST1oYvsFvliiaPO4S6qmr4iodcMpXQG7eF5MXYMSfRCcaDDR2RDmQq6sETFBLVzchZW5shrCXGJl7+Xtp3JWk9hQT3RY2A02tGDxmDY++0l40sku85hM3f42NmEsVrWggo1PfYyKz8OxozJGlKD/Tafx/lCio+t+eNXbEdRY9nREDNofTYhkOqnSDvm3VXOLuMBWw4XTXpDNhThHj+QeR2p6JXdN1bA6wiXyLYhCx1rQJwMs/t+q216GUm22iTkZGPjvc+EesGteKx0duqJBOdVKTGZMmDzSZeMhxwoS4zoZEuOInWUX9So3RMWJYe5VLKW3KGQjlfBvqTQ6F9trLLeRQfdeAGcvY1Cs6du4IMcyzoVwSFN5lspUfBAwaywWs2zRi2sRaAhlyjXoMTqHu6LudVIvSDax4zqeH3+CkRU2lL//o1UvZbjQ5+qTkLPfkKjjtar1Rmy48vDgXcjtZ1jD5Q9CKsIeTz8+tALf3Pw7dM14VHXbIwOnzRoMe68zwy4Vf6ZD/jEXQmYx7Cc9CcGVWv/V3WXDhhpM3P8VVFYY4jJL5sCSOsRygoOJFgHtIzMeWtNuhwhZ2M8U5g5rNQZXRbkHN90wG++89YdVZ7OJuOaf++Kf0ybA6Ux812xN3wyvcg9P0hAJy1jHsnKLQuzdnRJ5EJwcwtyvpjD3ZSvCnNsU5pjF3EEQhM6xTN2VAV6jcrpljWmIN890mADMgttvePR91PwY/p86+xbycAyuvt2RiJR/+gs2Pv0xj/HKsBfmoOT2s5IiDpgR1/g1+NT/WHH/WDgVt+05SELyWMonajvUtK9sL8o1hLjC5I7hZcQmOwOabvxPRfRGmu2duDyDEgV/WRVW/esly/pRdNlRcuuZyBw1MM4WzCy7rREP14ghe1vCTGikIpUkxnUuJMYRLaHrXvjU+3iHJkwmXNJdPDNgquFdvw2rbv4vd9NgOIpyMbCFzgWzbvGqNyOofWjVycIR3Eou0V1w2sqmXyp5PLjl72+yBB8Ge86xZAxMhOtzQH6HP/giO57eZRuw/qGZVvwaRrcjxqDnJUdBdMhQl8yE+uuLzHfWvDgR0shTIY05B4KU+ibrq7/ciplnzIOvJgjJEcSps59H4SjDpULCaNg+zAAqjAQWQvchsB37MAQ59T+XXWHejxtx9JFvIRg0XDqZFdn5F46M+XVo+hYeWy6gzbICFEfjgE08hAtzLGYac8lg3ZQ3XluKf930LaqrwvEWx0/oicemH4E99uyGZHjG+NVn4OeZEMNJJlgMPRYsXxbjF6sqUQfByQZzO2Zis+HK+gV0RIc3MEjj2VgNYe7AmAdHV/U1aAyeaomGkjAOafKLHWa5V790Hdbd/w6CFWG36/yj90XPi/4W16DobaFh2XqsufsNyzKGXW+f6/6O3AOTIzGCov0Mj3KFFYCfJdFxy4/w31sykIjtkG9jOVbe9ILVN3MUd8Og+y9s1XshWdB1Dxd4Qi7OAgqRbptB8XbZ/6i2EavveBWNf5peGZKIvtecFNd4kkaSnUtZC87LDukantSJ6BxIjOtkSIwjWnLX8CrXQkM4GyXLIuSS70/JdNKNKzfxGHGhjGZsxnrQ3efDlpe5g1nX5+FT77csWkRhTx5HThSKkYxoqoYVH2/BTw+vQOlPxgxYCNkpYcQ5fTF+6mB0G5QRs46nUteIDY9/iJofllnHpPd3oM9+myHURsSGy+5tWMMVdq0YflVrGvDWSf/DyKtewJAzF/O6QF0+cnM/gegBAu9dBjSas5kDJkM+9F8pacG5O7z2yhJcfqlhkcXcVD/8ZAoOPKhP3K5H1Vby+HLMYk5HOAFDCAHZaKybjAfvzsF/nxWh64KVjOLf90zGWefsHZW5OBFh7ScTZ3zqPdARTgAjII/HdrKJf4/77zQRB8HJjq4Hoeg/8+9e4RZz4fiX0RmHDzGFuf07XZgzYhCdGhGknQUFf6VDssHqqoqtb36LrW/NYYq7cf4MFx/EshhxyRS6Y81dr3GXtRDdTzkIPc45DIKU+M8TTd+ERuWSiIkOAQ7pWjjEyxLekibR2iE2ac2EuJA46+xdwC3ibLmd1y+MlWuzR7kIiv4DLwvIRZrt7aSyouxsWNKZdfe/jZqfllt1Pc49HN2nHBS3/1FAfQ9e9XqrzDy2HNKZcbmWVKeSxLjOhcQ4IrKz7FefhF970pptYAGYWYIGlqgh3gOkzoDNWq++/RVoHsMywz2oJwb+59w2ZQ0KanPgUaZaMWbYYNItPwlZHNshwbH1rcugrvwG2oZ5xvndeRDS8oC0bnzNysa2scCZucsPxUCjgsWvrMPPj63k4k4kaQUOjL1sIMZcOgBp3Rxx6Xiy5rjyq4XY+PRHyOlRisI9SyFKoSZagDTiFEhjz4Mgp2aq+Z3R6HkOinwf3w422vD2wZcif8BYHP/iWNi86xD8YCqgGJZT0uizII87P85XnHjcfMNsTH98Pt/OznFizv/OQUlJfN1tjIysi8yMrJ+2aFG0qTQds94rgafucFx11VkoKEz8eE7MHZDFhTNcc0PIsIvn8thwiRIgO9EGwakpzM3jv21F+yoqWUe0MHeYGWOOCXP2DrdINYK0GyKTKAxBuvxGh/wGWTwtZg0XmQghfVg/9Js2Bfb85LMg0gJBbHj8A1R9Y0z6MDLHDEK/G06FnJ5Ysf9as3ryqtO4EByC/a5c0gMJ7dGQSO2QZ+1WrLrpv9xKiuHqX8TjKduyd1+4jrf1LrOeVPSvzJoMpMtvQhKTRzCPFbqqcdf18k/CWaDzjx6HXv84Nm7CvF99gU/sGQg8zif7bxMdC4lxnQyJcUTIVYNZw6n6UqtOEvaGS34YktAfqUjt/BVY8+/XrWDKrLM84I6zIaW1PX6Nqq+GJ3gRNIQ63Ta4pDthl1iA0V2DNT165Vpoq76BuupboCGULKKNiDYgLReC2xTrQsIdE/HSuwFmPexpaCjz4Zfpq7DguTXwVhvZkkLk75WJ8VcPxt6n94HNKcW946nXbob/i7shVIZd+PwNTlTV7Y+iKy9L+jgl7SWofQ+PwsQ1w83ykzNPx8r3h/HtgqFZOO29/ZEl/Q7ls1ssC0558g2Q9jgirtediBlWTznpXXz95VpeHrxHHr6ZexaysuIbxypSuFiy9D2sWfc6Jhy4Eu606PiNDFEYxN1Y7eKxCWmdq+nV8KsPI6C9Zf1eQ7G5WJZUSShBIpFIg+BUR9cDZsZhFmOODYiNUBHRZJrCHLOYm7DbSRVY1s3G4BRoWN/hQdqrv1+KDY+9D7XRdB8XRfQ482B0nzIxKSzJdtQ/2T7rJ2x67jNAM/7DjuI8lNx2Flx9CpPi+v3aU7wdivZoeBai0BOJSKK0Q9x75OYXoTYY3iPugcVciIt39t+OmPT2qv+MCDvj4paxsrhPnK8ssf9H22Z8h80vsezwBlnj90L/G6ZAdMYnFIpPuR9+7VmzZEOa/F/I4v5xuZZUpZLEuM6FxLiuDXsYBbRXTZfLUNweCQ7pCtOMPzUHIqzDvO6Bd6zgxGyWt+RfZ7TrYcKCsXuUKy0Td4ZdPBtO6V9t+vz0ujKoq2ZzEU6vMgYHUchOLqDBW83Sh2J3UVQb6qrcaKh1o742zVq7e/VAyTF7oeekQYa1nc0Z144n+21qy2ZBmfecZd3FqFjXHduW94KuSlw47X3l8cidOBxdCVVfi4bgCdbAlSURKf1yCt4962f464w4es5sG05+Yzz6dv8R6o/M2pWNPmTYjnkQYvGIeF5+wlFb68MhE1/Dir+MuFGHHNYfM9//O6Q4D54rK7249eZv8fqrxiSJOy2II4/ZgKv+WYH+A/4AhJAFcxhJGAObeCyfHRaFeFv4KQhob8KvPhJl/SSiDxfhZGFyQrqKJcoguKvB3MUU/UczxhwT5qKttRkCsiCLh5vC3L673EfR9CqerEHTV1q/RSNIe8FuXbvqC2DTs5+g4nPDyjaUYbLfjacifa/4ub53NHW/rcHae96EWuexArozi7/s8XshGTBiTV0T4dGQC7c8HbK4LxKNRGiHGv4s5WFcQt4jaXv2xsD/nLdLk9aJCBvq+9TbENDeMGvscMvPwyYeEOcrSw4qv1mE9Y+8x8zdeTltj14YcOc5ccm4zL5Lr3ojgtpMs8aNNPkNyGLXGhd0Jl1OjHvyySfx4IMPoqysDMOHD8cTTzyBsWNbdnv7448/cNttt2HhwoXYsGEDHnnkEVx99dW79H4kxnVdNH0rvMo03vkNIaI/XPJDKd2IVXy1gGc2C8VxyTlgGPpOOwWiTd6tQadPvRcB7SWrThLG805eSwNi3VsDbc1c7oaql4UzrFkIIsReYyAOOgRiv/0g2FzQNZULcnpjJXQWC6yxwtrWPZVWGb6WXH7agT3NcH81XWKFtHzT2o5tm1Z2rF6ydXjHU/ZWIjjnAeibw24xyCyCbdI0NFZnYf0DM6xMXozcg0ei92XHJn0Hsc0Zv4InQoNhySULh8EtP8XdyCtW1OGtk35AxV+GSCeIAg65eyjGjfuKC5scRwZsJ06HmNM7nreRcKxdW41JB7xiJUS4/MoxuPeB+AT6Zt2Qt9/6g7vQhjK+MsaOK8Zj0w/HkKEF0PRK05qIZWRd1MJZbDwgviHMHdJhAenbiqLNg1e90xI9DNLglC6HXTwv5oH6k20Q3NUxhLkfzN/4N60IczlcmLOLf4PEhTm5DdkSz4SmG3FIBfRAOhfiinfbhW/dvW/x4PYhcg7am08UJYMbZ3syLK6563V414ZjPhadeTCKTp8MQUx86z/Do+FiyzKSTUA7pVthF89KqMmBeLdD9cvWYfWtL0PzBsLeI3eeA8mduG1324W4+xHgyYMYEg8xw6xvibZTt2gV9y4K/T5YMo+Bd58HR/fdtzDeXXdj9mxIs81IOKv7ZKWyK4lx77zzDs4++2w888wzGDduHB599FHMnDkTK1asQEFB81m7+fPnY8aMGRg9ejSuueYa3HDDDSTGEW0MoD0LXvX2KJcQIz30tJgP2mLJ9g9/xMZnPrHKeYeNRp+pJ3aY+0hAnQGveivrRlmz7m75WUjiIOhBL7R1P0BbORvapgUsa0Kz1wvdh0IadDDEkokQXNntugZdDQCeKijV5Vj/1Z/YPGclF+sysjxIz2q01k5XtHtqu3FmmW6x+aZQx8S7btGinSsHgijtvOP56ac4sj+g//IcEAyLEOKQYyFPuJSLkgzmAlQ6/UNUzVliHWMvzEG/aacgfUhfpCq6rsKjXAhF/85yT0yX340KOO6rC+L9c37mCTlCDDulB46Z8jGw2bTayOwB+0lPQXAlX/yizuR/32/AcUe9A0UxZnunP30kzj43thMTq1dX4dqrvsTcOeF4U5mZDtzx74N4tteWEjRoeikC2scIqrOgIZzcJDpj5WFmRlbm5tf+iYedoemb4VXugaIbiTFC2MQT+PNFFBLfpS3eg2CiJWHue1OYm80c55odwyycbKbFnCSMbfYb1/VGM1uiIVwLKDCDtPfdrb5U+UfzsOmFz6AHVSvjaK/LjuV9i0QSdjoaZgm44ZH3UP3d71Zd9oS90PefpySFWGN4NEzlv6sQNnEKXNIdCTNREM92qG7xaqy541UeuJ+RMaIEJSyMS5xcETsSH4uNrT5klgS4pIdgl46P81UlJ541W7DqlpehVBtjSTknHQPuOhdpA4vj8pxoVM61YtIKKEK6bSZEoUfMryXVqOxKYhwT4MaMGYPp06fzsqZp6NWrF6688krceOONO3xt3759uRBHYhyxs9g9PvXWqEC2ArrzTKmpbJ7N/tZlb8/FlldCQVqBguMnoOfFR3X4TK6iLYBH+Qd0GC5v0JywL98P4oJNUe6WIYTcvhAHHgJp4MEQMrvv9vt7Kv2Y/8xq/PrUajRsi36/nP5pPCsqy45qdyhctOOWdU2t7Txs26xTQu7LuwFL/sEEuZA41ywJRR6Y/rH94/8g3x8WIZBeCNuk6yH2Gt3iaSu/XYzS6bMsFwqIAopOm2TM0Euxi3cXK7zKfdZsLsusmW77EKLQ3MJN03R89+8/MPffYavLnvu4cOblH0CsX28Jv7ZjH4IgJ3/nuiN56b+/YeoVX/Btm03ER5+div3273wrwkBAxaMP/4wH7/sJfn9YqD/hxD1w//8dgu5F6W1q51jWwABP/PAxdJQ1O4YlmrGJR3NhThKGd5hgoOte+NVn4Oe/z3CbIQnD4JRuhyyOQrJAYlzious+PhlhCHPfsideK7/xI0xhbgyfHGtULoCqz4vIlvgWJGFgu68jWNPAxajaX/6y6lwlReh/42lw9spHl4kfNfN7I36UOXRiGTZLbj8LzuJuSIbJLZ/6YISFFGuvRnNLc1HI77LtUO2CFdzyMRRPOXOfQSi59UwuNCc7fvVl+NS7rLJT+g8c0ulxvaZkx19WjdW3vmRZBrNwP/1vOR1Z+wzetZjZisqTRDDXV75tlo01KzfZ5uvIbQ066iAOuRVChtHP1Rp6IPDDv6D73Ds5Tyvntt6/6Tp0nAbRJkF02CE6bRDsNv4/4YuTre3hsnmMVbbv5Bi7LWHijHYZMS4QCMDtduPdd9/F8ceHFfpzzjkHNTU1mDXLdDHaTTHO7/fzJVKMY4Lf1q1bSYxLcVT9ewRwM3SEXSkkHA07boMgZKW2EPfyVyh/P+yOW3DqRBSePqlTZq55rLPy7xBw3QI9vcKsBOT52ZB+z4QAAWBWZAMmQyiZBOT265DrqFrdgF+eWIUlr5VC8UZb3fXcNxf7Th2IQcf0gCi1/b14cxj0cGEOzBU25A5rbVeF67XmgeV3i8FHQtj3YggsXt4OCGyrRulD78HzZ6lV5x7cE72u+zscRbE3l+8sFH0WAphmliQ48CJ3zdoRKz7aglkXLECgwfhu8vv6cd71H0BWTRffkkkQJt2Y0hYc7eGmad/iuWcMF+m8PBe+nnMG+vTtvDby53mbcM1VX2PliiqrrlfvTDzwfwfjsCP6t3ugqWE+FHwMFV+2GBhfQG/+DJBxDMR2JurhmV/xOYJ4ADrCbmtAHuy4FhJOTLpM3GwQ/PXXX+PQQw8lMS6BYQKwiu/570/FXDZd0cJR3SAgHzpCCYAy4cSrPHh/e6lfsgYbH34fSlX4P9Xt2PHofu6huxXuIlmpX7gKpQ/OtJJWiGlO9Ln+ZGSMbr/YGUsU/SMEwBIdGWMjAYWw40k+kdDV2iEmLpfeFxFPedwe6H3D7oVxSRQU/T0+BgphwzTYhAviek2pglLvwfp/vxnuh4sin5yIFLfYjHszAcxch5LCdARStg/F982GvYcR2sC3Ihebb50I3Zd8z3LBJnNhTrAb68hFCIl3UWUm4rFj7eFys9c0qbPLOzVKYWJcUVFR6otxW7ZsQXFxMX766SeMHz/eqp82bRq+++47/PKLYXa5u2LcHXfcgTvvvLNZ/ZtvvsnFQCL1ECU/SgZ/jOI+YTEqGHBj5R9/R3nZSKQ0uo7s79chfXk4M2nN+N5oGNHxZsvpwQr08PyFIu8KuNR66JKG4EGV0PqHZ+5963tg5e8no0ruA3SAAMKaq4blOrZ/rKB2gRZKEmYgAtnjRBQeKyNtUCcPhnUdNs0Hh9YAp9oIh9oIp9rAy8Y2q2NlDwTzInW7Cq1bAHpewFojIELfnIk1tZOx0TvOuIm2oOnIWLwZmfM3QTA/A80momb/vvAMzu+QzzqeZGSVYuS4JyBKhqi28o+TsKW0bdmivBs1rL0/CP9W44Pp3rscZ10zCzbzXKszxmF1ZviZQ7AMqzoeun8jlv5uuMMV93Tg9rv6wOXuWGvLxgYVb7+5HXO/Dcc/ZH2iI/6WixP+ng+ns2P+t4KoIC9/OQp7LOTr0O8okvranti2ZTS2bx2JgL9twmNaxmYM3PMDZOetseo0TcTm9Qdi/ZrDoCqpG/KASLx+DvttFxT9htz8PyFJhntdJIriwJJf/4H62nYmVFA1/ozJWLyFTakZVU4Z1ZNL4OvTNbN6h5BrvMj7YiVs1YYgyp42dfv2Qj3rayXB8zcjsxRDRr0Ep8toi1XVhpXLTsG2LV0ns6ZrTSVyv1kNwYyn7CnJRdXBA4AEsc7ZHfK7/4a9RrwKwewgrl99GNavOjLel5VaKBr//bjXhScV44Vc2ICe98+GnGtMEHgWdceW/+wPKO3vw+msGRMF6CxUCF+LxhBF1SEoGkQzvEkyoksCNFmCLovGYjPXZl2DFsCRz99KYlxHiXFkGde1UPXfuDWNjrDrn4j9Ycc9SRG7Z3dgM3sbH/sANXPNmCaCgOLLjkHeER3XudLrtwFr5kBfMweoWtd8v2SHelA6lP7hRAQihsAO5gbRfpdUTdHw5/ub8fNjq7B1UXggz7ClSRh5bl+MuWIAcvrGPrNRS+h6DTQsh6ovha7+Bk1YDl1q7kIXTS4kHAAJEyFhvzZZb3pWbORWcoGt4c5A1n5DUHzFsUkbSFvXt8OHk6DDEJQlnAI77tolazZfTQAfnjcfq7/YxssDh63D3y/8yuqYCgddD2HQoZ10B8lJbY0Ph05+E2tWV/Py4Uf0x2tvHdchGVZZN+P9d//Cv26ci/LysFg/clR3PPL4oRi29+5ldtzxe9dDxVfcYk7Dz+awORIBIvbl1nISDoMgZLRwjmoE8RgUvMNaI6texAGw4yaISR40mSzjkhsWH45ZyhkWcyy+JouP6oQDL5huq+1LWsCsv7wrN1t16SP6o9c1J8GW2/w/0hVRPX5sfOR91P0cskIEsvYfil5Tj29XpvpYo+vl8OMqaAgnxJFxPmz4JwRBSul2qHru7/y7C1koZU/cG72uPiElwn2o+nfw43IrlrOMs2HDzeQR0Akwt82y175B5ae/8niDzM1SkCXD3dJcR9ZFrhFZlqQWj4k6T4vr0HlEiFmbYB99JwTZ6GNplQdAL72eJ51j+7GD92h2XWzZifUYd7UNKPy+Q4vO1oEmZWsJtFBnHhfxmqbHhNzHY0mD4sfE2Y+kvhgXKzfVplDMuNRE1wPwq0/Arz0dMVhywSndBLt4Rso/hFjjt/bet1E7b7lRIYrod/3JyJ00YrfPrXtrjUyoq2ZD37q0+QGCCKHXPpAGmplQ7W4Eta/gUa614tswtxm3/AxkcdcsE1lw/kX/XYufn1iJ2tLoWDmZxS6Mu2IgRl9UAle2Pa5xCVV9mbFoxlrHxja8kl1za0klREjCKMjiRNiESRCFPVr9DfMBwTOfoPKrBVadrVsW+l1/CjKGt88VL14YAWlP46I6QxL2QZr8OgRh179fTdUw544/8P29xn9izMTfceiJPxk7RRm2Yx6EWLz7/49UYtWqKhx84CuoqTEmsK6+dhzuunvSbp1z3boaXDv1S8z+Oizep6fbcdudB+KiS0Z1iNjXVjR9G4LaJzyhD/ufNscOWZgMu8QSP0zkUnBAexN+9RHoCGdtZolqnPIt/NhUeLZQzLjUQdcboOjzIQkDIAq92nWOqjm/YcMTH4Zjk0oiis89HIUn7Z8U2UNjia5p2PrWHGx9jWXANXD1L0LJbWfB0T0nKfrOXvUOBLW3rTpZOABu+fGYh3OJVTtU8dVCHv8wFPevoxObxRNF+4UH9Q+5INvEk+GS7k260AnJBpNSEqEvoGjz0aicbX3/LGOykydpif+17U4bqzHRzxdoQawL12m+JuXQfl4fIRJGnCdKJDSTEnUpMS6UwGHs2LF44oknrAQOvXv3xhVXXEEJHIg2o+qr4FGugxYxuJKEEXDJD0ES+iHVUb1+rLnzNdT/tsbyue9/82nIHr9Xu8/JM6Gu/wnaym+gbZzfcibUwiHhTKju5p1OVfsLjcolEcKUHS7pbtilk3b6/jWljTwe3ML/roW/Ltr9pvuIbEy4ZjCGnNwLsj22s5iaXmUKb0sjhLew5UDrOCEJe0EShlqLqvTB7G9nYOJkGzTheyj6jy1mzQslHeHCnDgRssCs5ppbAFb/byk2PPYB1AYzjpAgoPDkA9HjrEOSIv4JexR51WkIau/xsoAeZsKG3QuM/cd7G/Hh+b8i0BjE4Sf/gNEHmEkeHBmwnTgdYk7nJytIJuZ8ux4nHvsOd11lPP38UTjjzF2PJRQMqpj+2Hzcd88P8HrDM5vHHDsIDzx0CIp7dn4HZ0eo+lqejTWofQQtwpI6TAZE5EGDERjZIA1O6XLYxfMSJgNhR0BiHBGa2Cl9ahaqvglbtrM4pP1uPBVpg9sn7HUVauYtx7oH3oHmNSbYpEw3+t98OjJHlCTFszegvWEG+lesCQe37bndSvqRiO1Q+We/ovTxD6xyt6PGofflx6aEyKxoS9ConGn1I23i3+CSHouLlSMRP1iiH49yCWvRedkhTYVTmhrvy0p4dFWF5meWfgFUbN2OHkMGdA0x7p133uGWcM8++ywX5R599FHMmDEDf/31FwoLC3H22WdzV9Z7773XsqZbvtywcmCN9RlnnMGX9PR0DBgwoE3vSWJc6rhlKPpPvNEJah9EWBjJcEhXwSFeCkFIfAFid1EavFh968toNIOIMtcIltkrc2Tb/g+R6KoCbdMCaCtnQ1v3Q8uZUHP6mJlQJ0PI6tEm8cqjXAFVZ+5hBnbxQjilG5p1EFhTVPpjBX59ejWWv7sRmikGhBj0tyIuwvWdWBCTWR5Nr4Cq/2FavC01hbctbXilyxTehpnC2xDuxtb099i048mswlR9AYLaXCjaXGgIx6Vqbr0zhotzsjgJIsIJMQLltVj/fzNQv2StdbR7QA/0u+HUhM9451f/C596t1lyIV2eCUlsv6AcybalNXjrpB9Qs74eJ1/0OQYMMQXizB6wn/QUBFfqJnRpD88/uwjXXW1kYrbbJXz6xWkYN75nm1//6y+beYbWP5aFk+cUF2fg/x45FEcdMwiJBE/IoC/h1nLMas7KCt0Em3ginNL1KRnugMQ4onHlJqy77234t4R//7mHjETvy46D5E4d4bkz8W7YhjV3vQb/ZvMzFEX0vOhIFBy/X1JYpjCrKo9yOXSEwl6kwy0/Apt4cEq0Q9tn/YSNT39slQuOn4CelxydFN/NzjAmv0+zLLiZZTfzRmmPVwGR/ATUD+BVr7PKTulOOKSz4npNyURlV8mmGmL69Ol48MEHUVZWhhEjRuDxxx/nFnOMiRMncgu4l19+mZfXr1+Pfv2aWzoddNBBmDuXZZZquxj3ypSvMWDfXigakcMtbeLp5ka0DU0vRVCbA4UtXNyJdvETMQBuZg0nxjcjVKwI1jRg1c0vwrvWyOgnpTsx4K5zkb5X24M1c5//smXcBVVbPRfwhV2xLNLyufgmDjoEQl7JLndcdD0In/pvBLTXrTpZOAhumc3YZcJbE8CS19djwXNrUL68Luq1skPE8LP6YvzUwcjfs/MaRE0vb8HVNDJTYmu4IyzehkESh0JE/zbNRO6s42n83udG/N7DsS8jYTPYhjDHrOb2BXQbtr33A7a88pWVIYxlFOp18VHo9rexCdnxDGrfw6Ocb7mYu+XpfFa3I/FU+fHu6fOw8YeNOHvqhygoNgcchUNhP/4hCBI9AyK5ZuqX+O9zhoVMfoEbc74/B7377Fi0rK314Y7bvsOLzy8OeQBBFAVc8o/RuOX2A5CRkdiDel1XzEkeJswxMbKR/6+Zm8euutgnEyTGdV2YC9C293/AlpfDzwvRZUfvK45H3sGp+5vvzAnSdfe/jbr5K6NEzT5XnsAz+SU6mr4ZjcrF0PRQHDwBDulaOMTLOr3v0JntUNm732PzC59bZeY1UHz+EQnZH9pVVH0dGoNToKOClyVhHNLklyAIznhfGpEwE9wCXNKjsEvHxPmqkoPKribGxZqQGHeD+CIcQjibak7/NFOYy0GPkTnoPjIbGd2TMwB6qsAGRqq+iFu/Kdq30LC6lSMdsItnwild12UePoHyGqy86UX4NxmWJ3JWGgbecz7cJW3LmqpVreMuqOqqb4H6FhILONIhlhzE48AJPfbukHgTfpW5QdxpuUFovt749b6pmP+EiqA32g3W3c2Bsf8YgDH/GID0go79TjV9ewvC286SKzDSuJWb5WrKhbd+7XYB2JWOp657oejzuMUcE6Rbd411QhYmcGFOKd0L6++ZC9/GsHVS1r57os/VJ8KWnY5EgbkLNgRPZK0zLzvEK+CUr+2c91I0zP7XUvz+3wU497r3kZFlxCFUe06E65jbUqJj3lEwN9MTj52B7+YaLpxDh+Xjq2/P4vHemsK6EbM+WIFp132DsrIGq374iEI8Nv0IjBpdhGSD/ec0bIIINgGR/C5MO4LEuK5JsKoe6/9vJuoWrbLq3IN6ov+Np8LRgzxHdieo+5ZXv0bZO2EjAffAYpTcdibs+dlIdHTdA696A4Lap1adLBwJt/xAiyEyEr0d2vrmt/z7CFF0+mQUnXVISjzvmXjawIU4w2tDEoYjTX4NgpA4fTwifviUB81Y6gwb3PILsIkHxPmqEp9KEuPiI8a1RHp3p2U512OUIdTl9EtLiQY8UWHB8BXtOyg6cz/93hqgN0VAEWziJMjiZMjCeAhC1xFOfVsqsOrG/yKwvcYK1j/o3gt26obIMqGqq7/lIpxeGXZjtJDsEPtO4BZwYu8xnWIp5Kn/EV79cshO43v11Tjx2TmnYv3Xg3m5937dsM/FJdjrpF6wOaUOCdge6WZqCG9Gls4dk95EeBsGEX07dFDe3o4na7KZMG0Ic3Oh6vMtgbMpoj4Q3t97ouIdwPtnN0AVIedkoO91f0fWPvF3F9T1Oi7EaTB+j7JwKNzy050ufix9pxQ/3/4JTr3kA9gdxmfXUPh35J3EMpARIaqqvJh84KtYu8bIsHr0MQPx+tsncmu3EKUbanHdNV/hy8/DbtVpaTb867YDcOll+0BmWbyIhIbEuK5H7fwVWP/Qu1BqwuJ54SkHJU2M0WSg6vvfseGhd3lwcIacnY6SW85A+tC+SHRYP4MN4v3qQ1YGapZIKk1+tt2JQWLdDrF74KLoW3Osuh7nHIai03YvKVGiwDw6mEVcKK6pKAxCmvw2RCHxBV8ilrGYb0ZQY5ngGW6eFE0WKXnZjiAxLkZi3LLZq+FbB2z9rQZli6tR9nsNgp7mQeqb4syyofvwbMOCjgt02ei2RyYkGnC0Cy4s6CsQ1Jn12xyo+uKIbKiRCGZ2yUk7zS6ZynjXl3GLOKW6npfZ7PXAey+Ao7DlrF26j2VC/c7IhLrl95YzofYcDWngwRD7H8AzoXYGWxZVcTfUpW+VwtltO46b8RryhxnWaJoqYMPnZ6HH4KtRMKR9nQjubosyI8ZblPAWtgprnYyIxApDTIu3jhXeOrPjqev1UPQfrFhzrd2z5rHBs7gQjQuK4FlYhLxJh6D4vMMh2uMz+NZ1FR7lIij6XKsjmS6/G7MZ3a2/VePnaS/jyGM/Yn8DzkbpAgy4hAVAJkKsXFGJgw96FbW1hpv0P6eNx213HgRF0fD09Pm4+98/wOMJJ1k54m8l+L+HD9upSyuROJAY13VgWek2v/wltr//g1XHJmhY9u3MUbsea5bYMZ61W3mCrcC2aiszbe/LjkX+UUY4nkQnqM2GR7mGTVfxsoAcHkZCFscndDvE+oSb//sFtr3LJvUNel70NxSelBpWQZpew2PEsfETg/VZ02zvQBQSIzaw7qmCtnEh9LotEPIH8cz1gq3rGE0kmpcZi92t6EYcYAHZSLPN4Bm3iZYhMa6TaS2Bg6ZqqFzZwAdoWxcbS9lvNfBWR8clawnZKaFwaBaKTHGOWdMVDsuCzUWziy2h6z4el4eJb8wFtfXYXBmwiQdBFiZDFg+EKOSiK9O4YiNW3fIS1HojW6azbyEG3XMBbLkZUcfpQZ+RCZXFgSv9FdCaW00JhXtyF1RxAMuE2jmfa6BR4RZIC55bjS0LzI6oiS3NjxPe+xA9D/wtXCeeBJf0n51mKTSEt60Rbqah5AotB16PJtO0eDOTK3DhrXdc3NA6YwCs6xo0fTmCuiHMGeJ2y028b1UOAmsGInfUhXAXT4p5xi2fcj/82rNW58DInBrbzKaNFX78fstDGLW34cKiKiIWlV6Cfe85KeaZehOZr79ai5NPmAlNM35LN9+6Pz75aCV+XxK2Mu3ePR0PPnwIjj1+cJecKElmSIzrGvg2lWPtvW/DuyaciChzzGBuKZ1IoQtSDaWuEWvvecvKeM/oduRY9LrsmKSwQlT11fAEL47ILC3BKd0Ku3hWh7b1HTdBqWPTM5/whA0h2GddcOwEpAK63oBG5Wyo+m+Wp1C6bQZEoTh+16T4+YS/tnEBTwTXzPtGskHoMRxi73EQe4+FkN2L+gkxhCWIa1TOh6rPS5jfTCJTSWJc57Ir2VTZR1Nb6jEEukXVhhXdb9Wo22yIITtClAR02yMDRSz+3IicLp8oQtO3RCRfYA/I5pk6Q0kYmOspc0FllnCCYOtaVoIeP4JVdQhU1iNYWce3+bqyHrULV/L9obguA+8+D3KGYcmmayr0TQuhrvwG2tr/tZwJNbsXd0FlVnBCVuc1wMzKdMHza/D7GxvgrwtbzDDs6TL2PqMP9rmoBN2HZ8GvPga/9oS1XxJGcjdFUSiwPhMWCyMyvltbhTcBWRAtV9NhEcKb0GUGwCybraJ9z63P2FqH4drcFN2fAbvzYDMRxIGd7uYQUD+EVw3FhZOQJr8CWYxPR1kJqtjwf7ehZ5bRcfc0OvDVnPPwt/8ei4wimskN8dT0+bjx+tnN6tnf6cKLR+G2Ow9EVlbXiNmZapAYl9qw52jl14uw8amPoPmMCWbBJqH4giNRcNyEhHkmpjK6qmLTC59j+wc/WnVpe/VByb9Ohy2v8wd7HRFSwqNMhaJ/Z9XZxFPgku7c6QRqLNshlpCkdPosVHz2q1EhCOh95fHI/9tYpIoxQ6NyQYSo0o1bxElCvxhfhwa9Yg0X3pgAp29dCqjR/f0dklnERTkuzpHVXExgXjQNyhnQ9GW8zJLNMQu5rm7o0hIkxsVIjNvy+1IU7rFHu2alGrb7uNUct6D7jVnQVaNyVTjuxo5gMefCAl02307FAR9zQVP1JTzxAnNB1fS/WjnSDlkYZwlwsbaMiRWq12+JaobYxoS2kOBmrivrrNgiOyJ9WD8MuPMcnvFM37bczIQ6B/C2ILSkdYM0wMyE2m1Ap3W6g14Ff7y7EQueXYONPzcXypjVKBPghp3aG46M6E5WUPsMHuWflkAroDts4rE8mxdzO9VhZr3cAcyyKjKxAhPfBPRM6EFGrAfA4f/kHAR8X0O3h7O9RSNyUZQJc4ZL+J4d+jkq2u9oVKZY2WFZpkqHdDbiCROzq56/BunqUl6u2p6J9946Hce/dgh6js1rc9BulkJUkFPToo51FaZe8QVefnGJVceSOjz6xBEYO45mV5MZEuNSF7XRhw2Pf4Dq78JhKhw989H/plPbnPCJ6Dgqv1mEDY99AD1oeCwwIY4ldkgb3Dlx2Dq6D+FTH0RAe86qY5PmxgRqftzbIfYM3vDY+6j8aqFRIQroe81JyDt0NFIBXQ/Co1wKRZ9jTTinyW9CEveMzfs3lFuWb9qmRS2POcwr466pvUZDyO0LjVnMMS+dhlbiNTOruaLhEPsY4hxZzXUeml6BxuAplpWrJOzNY8hRwo9oSIyLkRi3/f/2h1t0Iuh3QdUyoUrZgDOfZW2AmFMMuaAXbN1y+IPSlpOx0wGWvz6IsiWRAl0Ntv9RC03Z+ccbmSiCiXNsm2V3TbbGiM2csaQL7EHBkjC0JqIIKDBiv7EEDMJ+nZqdqbNhs8yBqpDIFhbVoqzbqusti7bdQhCQO3E4ep8zGvoGIw4c6ra2nAm1/0GQBh0MoWhvCGLniQPlf9ZhwfOrseS1Dc1cum1uiYtv+1w8AMX77HjmRdX+QKNy8Q5clsOwmCXNhbfipPu/xHsArAQ2oeKHp6GK/4N7RBlEd8tJIAQUGsIcs5rj/9f03cpk2xA83speaxNPhUu6OyG+Oz3QCM8bl0H2lvLyxjXd8c5zx+FvT4zFyHP7txzgelMF6havQt2i1aj/fS00XxBpe/RC5uiByBw1EGmDekKQUieeaCCg4srLPsdPP2zEBReNxOVXjYHNlpriY1ci3m0R0Tk0/FmKdfe9HY5XxtwjjxiDnpceDcnZNb00EoHGlZuw5q7XEayotawUe195ArodlhyiUUCdBa96ozWhxiZQmSAni8Pj1g4xy0OWGbhqjjlZJIrod/3JyJ2UGoHqmRDqVa9BUPvErEnjWVM7MxC/HvRC2/wb9I2m9VuN0TdqkYxCiD334QKc2HMUBGd0zFju5VK9HtqGX6GV/mJY0rUQQodDVnOdiqZvQkPwZOjYxsusX8+yrHaUhWsqUEliXOzEuMwdxHRjn0rQa0fQ40DA44SiZUCTcqG7ukHIKIKUUwh7tyxDrMvNgC2XiXbpUaKd4lexfVmt4ea6G4kiikYacei67ZlYiSKMrI5rDes3nnyBZXVs+d6Y+s6t34TJEIW94hKja1fQAsEIca3eFNxCQltYeGOzzh2BlOYM/5bY2ty2s99Vbhpscg3E+j+hr5sLvWJ1CyewGZlQWRy4PmM7JRNq5O96+fubeEKGDf9rniyAxUtkGVH3Pr0PnFn2XcoM5VEug6qbs5q8k5fXRHgbCgE9EkK8SZUBcO2ClVj/6DuwFa2De5+tSBu9FfbeLWcxZqnRJWGMIcwxS1b0b/N3YcSsON2MY8fahH3MGbnEGRSyjMP+mf+A4DMGr0vnD8THr03G2MsH4oj/Gwnd40Xd4tVcfGMiXLDcGEy1hpTuRMaIAZY411qiFYKIJ4nSFhEdA7MQKpv5Hba8+g2gaVYfo8/UE5Fz4LB4Xx7B/nPV9Vj7nzfR8EcoDhu4yzBLMpAM1tUsUVajcmnEBKodLule2KUTYp9hXlGx9r63UfPDMitJRv+bTkPO/kOROhkxb0JQm2HWOJAmvwRZ3Ldj34eFuylfwRMv8LhvZX+wgOotH2xzQ+w5EmLP0RB6jeGhb3alX64HPNy6jglzZDUXe1RtBRq4h4rR17eJf4NLeizmsaMTlUoS42IjxpXeexJyXV5IsofHvNlVNEVEwOtAoNFhCXYBrxOalA3dlQ85Ow92LqqYQp0pskhZaagrF1C2tNZKEsHWu5IoorspzjErulgnimADakX/1Yj9pn0LDa3NlKRBFg4wrN/EiQmT4YdlEmOdoCj3UHNtWbgxka1h53EB24Lodljfvz30WwiJbbxs1EXOUuuqAr1iFTft1rcsgVa2FPA3tJwJtXgUt4AzMqF2roVh5ap6Hgvut1fXw1Phb/bbHHJyL4y5uAQ9981r98NS1wMIal/yGRpDeCtK2QdvIg2AgzUN3HWmdt5yXpYLG5B1cANyj/VDdzPxrGXLThaDz4gzx6zm9oUgOHfQmZyGoPZeRPDYWRCFbkg0tO0rEPxgKqAa97xgzjBsXNoPxb29cItGFuOWkLPSIKW74N9c0eoxjuJuljCXsXd/SG6aiSTiTyK1RUTbYCEtlNpGBGsbodQ2QKlha2OpX7Yejcs3RMUm63fDFJoMSDC0oIJNz36C8k9+serS9+6P/jeflhQJNYwJ1Muh6gusOrt4IZzSNAiCHJN2iPXp197zJmp//tOyMuz/rzOQvW9sXDc7G9Z38qn/QUB7yayR4ZafgU2c3DHnr9sKbeN8Q4DbvJi5ebV8IBtvFO5pWb8JBXtCkDpm7ElWc/FB0RaiUTnLChFkF8+AU7orZcdcuwKJcTFO4KCrQeh1ZVC3rYdStgFa9Sbo9VsheCsgKlUQhfZZPil+GQFPhFDH16zsRNDrgJQVFmjk3ExoshMNdSJqtgHl6xRs+cOHylIFui60KVFEKEmEEY+uYxNFMNcyI/MpS77wAwtx3vK1oE9E8oWxMbV4YTNjIZGNu4darqPhBAhsP+uodgSCw2aKrRHWbPz7ZOuwCNuWwbauBqBvXwFt8xJoW5dA37qsxQQM1nsX7AFx4MGQBkyCkNa2eFbtRQmoWPHRFm4Ft/Zbw6Q5EvbbY7Hghp/VF+5cEhaSeQDMHgUVn8/Hxmc/gW7GLmQz9D3Om4jc4ySo+I63ATo2tnIGB2RhvOWCLgo9rT1+9UXeoTRwIl1+F5K4FxINFvzZu34bvPM+QlrN29ZEzcZFJajdFD2hINhkpA/ti8xRA5A5ciBc/btDEEUEttegbtEq1C1cxa3oWhX2JRHpe/Xhwhw7h3tAcUq5tBLJQ6K1RV0N7mXgC1hiGhPWgtZ2Q4ToFl5CiRh2iCig6LRJKDp9MgSJLB4SlfLPf8XGJz/i/ViGvSAbJbedBfeAxI/pxyZQfeqdCGhvWXVsIt4tPw5BiHZV7Oh2iAnSa/79OuoWGPFvBbvMP7esfQYhVfApj0QkORO59ZJdOqrd59P9DYZF2qaF3PUUdeHMyk3h1m699jEEOCZ8OWIjEHOruc2LTHGOWc01H3twRDNDK1nNtRvWp/col7DRHi87xCvhlK9BV6eSxLjEyaYaiiPEZg74UrsFasVG6DWbodeXQfBXQNBbUe93dE7TBZaJdIZYxyzsDMGOlRU/ewgJPEaY4HZDEZ3w+WTUVwmo2Q74AzJ8fpu1sDI/vkmiiFCSiO7DDYEus9jVpoaKZclhGSuZ5Zuif8u3W0aGpI2GpB4AwX8AhEAx9KDKZ/tYp4IFqNWCKnRFCdcHQ/WhY3ZSb50n8hg1uj6gQKnzGB/sbsIG2CEhzbJstAS2sODGLN7abf0V9EHf9ocR1HTLEp6EYYdZiJxZEHvszeO/iX32hZgdFjk6i+p1DVj4wlosfnkdGrZFC4OSXcReJ/bkrqh9Dsinh1+KDYB9G7dj3f3vwLM63EnLGFGCvtedDFu3TNM13RDnjRnx4A4yIzNRrhg+9S7Wdeb1LumJ3epMdjSBiloj5huL/bZ4DR/8MvJKtqBoiGH5q6kC1s/bE1s3FKKiNhMDz9kHw68aB9Fh26m7mGf1ZkOYW7SKx3ACS/TQAlKmG5kjB1jinD2/czPaEq3HHvKVlvPvzb+tmmesZnFj5Zx0HoqCbe9O+5+IJGpblKywbjULYREpnoUFNkNcCy0hkY31YzoSW34W+l1/CrfAJRKfhuUbsObfb0CprrcmfPtefWLSxDzzq29wUS40qGeT827bc5CEgS0eryt+6HVbjPFULVs2QavZhOqKbcjptQeknJ4QMnsYglBWMeDKiWpzVV8Aa+54FfW/rTHez2FDyZ3nIHNECVIFv/o8fOq9Vtkl3Qe7dMounYN72mz/07J+07f/xWYdWz7YkcHjvYmmACdkdke82SWruYzuhtVcH2Y1N5Ks5tpIQP0QXvVaq+yUbodDOgddmUoS4xJLjNuZaAVPtfFAqSsz1vVl0GuZcLcZuqcSAvSOcYG1rOwc0JRo02BNB/xcmJPhD4RFukBAhiDqEAUdoqjDkSYgo7sD6d1scOfJcOfIsLtFQFUB0QO510rY+6+CfdBqSBktW5CptU40LipC469F8C4uhOZJnHhPO4JZ+DSNx2YIbtFiG4vx1NGDLCboaluXGS6nzPW0/K/W4zAw3HkQ2WxPj+EQmAiX0ycmAz9V0bDyU8MKbs1XZc20zdwB6Rh9YQlGntMXafktuyMSqTEAZiL31te+QdnM7y2Rm7lg9pl6AnIOGBaVKl3RfzKsZrW50NFK3A8Th3gFnHL4oR8PVI8f9UvXop7HfVsNX2lr16yj59gtyO5uWAL6/U68+MDxqC43RLLxUwfh0PuH71IcTzZAZ4keuOXcolXwb26eeTiEs3eBYXU3aiB3XaKA6x0Pc3HybtjGhTcmPrO1d13ZToURZoHBRDkmzsnmOiTUhcuGgJcM31sit0WJYjGr1nubWacx4b5ZHVvqPJaVU4ciCJAyXLBlpXG3+MglXJcOOTsNrt4FSRF7jIieGGKWXp4Vm6y6wpMPRPG5hyeF1bSi/crj/oaTt7nh9N4AubKvJbgxowa9ZhPQ2Dze8A6RnZY4p7sLUDF3A+pWNfIxkYoMDLjrPGQM7YdUIaC+Ba/6L6vslG6BQzq/beJVzUbopuUbS8CAYMveTBBlCN2HmK6n+0DIH9ipCd86ArKa6xz86kvwqf+2yi7pUdilY9FVqSQxLnnEuDa5H9Zv5xkvmeurZWHHlzLA31qQ9Ha6wDLrOq8d0Nv20Ja7NyBtzBak7bMFrqHlEGwtz5b412ajcX4PNC4ogn9VLqDFuVMgiRBliVuxsUW0SXzQE3YRjY7Vx+qZ1UmsGmLdVwtty1LoW5n4tgR6xZrWZ6JCszlcfNubr8E6HDF8aNRu9GDhf9di0YtrUb8l2qVOlAXscVwxxlw8AH0nFUAU6WHWlQbA9UvWYt2DM6ysb4y8w0aj16XHNHPB5q5W+p8I8mzKc81EDeHfvSwcyjOuxTp5C7N0aly5GfVMAFu8eofWaaLLjoy9S0wRbADsPXKhfHYz9I0sOQ3Q6O+G524/Gl6PIUb3m1SAk9+agLRu7XPR9pdVGckgFq7kM/ytJYRhcXDCLq0D4Sop4i6xRNthbn2etVtN0W0LPGs2c5fk1n4LHQX7TXFhLjvdmARiQl12OmS+HSHcZadDtMcu/muytUUd3SYotZ4m7p9hi7VgRPw1vtR7jFnPjkYUIWe6uXjWssCWHi5np0HOcJG7aYrDkoeVTp+Fyq/CiaxYm9/vplO5lW6iwT09uNC2GXrdZqjev+Af+BH0rHCfQV6QBem3LAhNPHg67BoECSKz4rIs6XqYwp25lpMrhIqRrZZNWhptjkO6Bk7pylaP1721httpyPW0tWQIrC+R08cQ3nqOTvqYa4bV3AZoG1gSCLKa2118ykPwa09GxCZ8HjbxIHRFKkmMSx0xri2++9ySLkKk48IdF+/KADWwey6wjQ74mUAXWnx2OAZVw80EuDFbYO/ZcqBOzSfBs6QQjQuK4VncE2pdJiSXDZLDxoUvQwSTIMrGOiSI8XpZgmjuD2+bx1v1LR0fOqa1eqOOLwk2Q6h7qrjoxoU3ZvlWtW6Hx/MZGlN4E4v2hpBRGLNrDaGpGlZ/UcYTMqz8bCv0JgON7L5pGH1hf4w8tx8yutNDqysPgJV6L0of/wDV/1tq1TmKcnlA8LQ9erf6Ok2vhqL9D4r+PwhIh1O6DoIQm5gj/i2VpvXZatQvaV3kYjGV0gb1NJIqjByItD16NbMmYZatwfevtP7XDRiIZ6ZNRsAnWP+V097bj4cD2G3RcMUm67ob/yptVQBgg/OQ1VzGqIF8woEIw75vzxpTdDOt3nybytskqDiK83j8Phavydkzn5+LxyOtbuAuZGxtLPVQWXiEDoRZZjcV7uRsNrFkCHaWiJeV1qFWT4neFrH/huYLQvX6oXkD3EWNiaua129se6O3+XG+IDSfH6o34livn4twHZWgqSnsO2ndYi0sqoXqmLUxiepEU9iwrPzjedj4zKdWNlzWJrgHFsPZsxucxd3g6JnP1yx0RGdP3upBb1hwa7KgsXnCIl3SEDywElpJuH0U17lh+y4PgiICzkxTNOtpuaGyRXEX4MvZc3H4hBGQPNsMKzoW04yt2fuxcVFrYsuOSOsWIdAVR6+dGUgkgtrX3LoQMOMHihfDKd0Q9R1zQ4+ty8JZT8tXWcJdM1w5Ea6noyGkJ0YyvfhbzbGwP+PIaq5ZspBbIuI/upAmvw5ZHImuRiWJcV1HjNu5C2xVtDUdF+4Ml1g0MBPvnX91ulOF1tMLtbcXWrEXcLT8mvrSLKz7Yg+s/XwwSr8rgeIz49ZF4O7mQPfhLAZdthWLLm9wxi65aaUCev02U3z7HfrW37lJ+I4QcvtDKDaENx77zZ2LeFG3xYvFL63llnC1pZ5myUAGHd2DJ2QoOaw7WcF1Mok+AI6EPSaqvlmE0qc+4oNdjiiix5kHo/uUiXEXyJnlCrMs41Zmi1chUFbd6rGOHnlcyMoYORAZw/tDTt+52Mza3sC7lwFe47ze7APw/PWj0LDNyLhqc0k47oWxGDald8fdU4OXWyYyqzkWcy6wrfV7cvYttKzmMob2hZgErpEdBbNcaiq8MTF2p4gCnL0KuOhmLMVw9y+ClObctcRBzFWxiVBnbEeUa+qhNrQvGVRrcGHHtLLjQl2uKeKZLrNyqC7DvdP/Z0e1RdxSwR+MEMtCwhhbG4IY3w4JaLw+QmCLPNYX3t/R8dTaCovbtWOX0EiBLT3lYgkS8YW1/yxT6I4Sj7FYaQ5ToGOTByxjNxfseubvWlsWKbjVbLIs3VhMN3ja0J42PZ8zE+poP5Q9VlpDCVHpC7f4JCTnnrvcDrF2dtXN/4WydT3saX64umkoOHwgZKE2LNoF2yGyOzKjLekssa4HDxkTy/+zov2ARuVCZhvHy3bxdDglw3VQr1pvxH3btJBP+rea5E2yQSgazjOecgu4vP4x90ZIKKu5UjPWHPvMyGpup+i6Co9yJRT9C14WkI002zutxn5MVSpJjOtckkWMa6sLLH9YNqyFFlgNLVgKTdsCXayE7vBAywlALwg01dQMNEDY5oC00QWx1AWhxoYgctDQmIvKLZnYssqF8i2ZqC7PQnVFJpRgy+4zskNEwbAsI0kEE+mGZ6Nw72w4MhJbXNilBp11Spj4ttVIuID6VmZbQum/uw00RDc288Is35zxtVrRNB1rv9nGreBWfLQZmhr9l8/s6cLoC0ow6vx+yCxOPDeIVCWZxLgQTORY98A7aPwrLECn7dUH/aZNgaP77lmG7Wqsr8Y/S7nwxgQ4z6rNrSZwYTGWMkcMQIaZ9bS916lt+wvBWVezOAG8HBx8Bt68pQ82zw/FxwHGXFqCgqHZXNhm/V9jLUAw19Flpme2tB9WOVQHQYdWW4vA6g3wr14P/+oN0P2BVq1zXIP7IG1YCdKHl8DVrztESWz+Huz8SSYcsMzYluhmCnAse+3OYJ+Js09htPDGPpcYipbM/cwQ5hoQrGpiaWfW8XJNQ1jw7ghEgccR49Z1pnBnJKMIx7xTZRk//fg/TBgzFgJLnsSsynZkdeYPbTPBLFJMC3RIItnhtVQAAComSURBVKVOQRQhuew8ZMXOBTYj7loyxPvbEUb3Xjesq9gEr64a309om1tdsf2qWcf2qcZkMN9nrvUWFh73NnRu9podnbe1c2jGezWpi37fJtfM+mSh99c1CJINsLkBexoEuwuwpQF2FwSzDjYXBLa2u424Y0nW5rEkMhufnIX639e1LYNuBEycZ8KcIdDlw1mUDkdWEDZ7A9CwNdrCzRN+jrUZVzaEzGII2cXNLd3MzJtB7Vt4lKu5TTlDQA7c8hOQxQlt7hOxtnHljS9Y8V1ZmzXovgvg6hP2KuG/P2+1JczxNRcUTaHOu/PnRPMP0BHt7srXhhssE3A6Mr6aoi1Eo3I2m+rjZZt2JOwbjoXOrd8W7VAQFfJKDMs3Jr4VDUs6t9yEtJpj4hyzmsvpnXRtxu6i6340KudD1efxsoDuSLfN5MnYkhmdh4tqgI566HotdNRB02ugK+XQA9ugK9uhq1Xcq6e2rgo9B8wlMa6zSCYxjqUMZwHRNb0Mmr4NOpqs9W3QwBoUY3C4UwI2iJvTIa2TIG52QvC3/UHi8WaiclsmKjZnoIoJdOVZxroiE2qThBKhYP+GFV0OF+hYNteMHm3L5hrvPyubTWGzKCHrtx3OCrIAqAWDIbKZqOLhPBgq7/glAA3bfTwb6sIX1qB6bfTMKvsaBh5ZxK3gBhxZ1OWsGxOBZBTjQi5jW9+cg61vfWu5/TGLkN5XHIe8ySM7z3x+wzbL8q2BDUz8wR3GV2OWb8wCzl3So8Ms99S1/4Pyxe2WVbJw0E349OEs/PbKesQSQdCRk9mI/Lx6vuRkevh/uiVYYp/yqgyUV2bwNUvyEz4PdigGNhMPzTLLqOzKscOVG7HkOKxtt1Vv1DmybLtkacu+byayRVq7sSWUaXCHn41d5hZuXHQrMd1N+xTGLR5be2DClmK6wnKRria0bQh3YSu8+rhZjXUmgt3GhVIWb09yOSC57ZCcjog6O0RWZtu8zmHWGUvUfnObh8hIoP6HzsQkJuwzCxcWd4utI7eDTcqh7VC9Er3ddJ8lhBFhWCPGrF5sbghMnGPbTMTjwp2xhLaN/cZibYfqWR8vxsIeaxNZW+DfVA7fpgr4NlcY22y9tdpyZxVlhVuO2dN8cKT5+Dq02JwtPzN3CMtiyi3Gol1KIwW3naHqa+AJXgwNoRAuEk9IYBfPjvoMW+oTsaQWK294Af7Nhjssc8sddN+FXFzcFVi4iRaFutotZow1fdd/S0yQa9H9tQiCre1Wiaq2HA3KacwWkpfFLd1g+9wNQW/l95XWjbucGq6no+LqbZOMkNXcztH1BjQqp0PVl/GyiH5Is82AKOQlgC5SZyw6W9eG15F1WjV0tRI6E9tYvdAAiD4+sd0W6uo09M7fQGJcKotxvCHgP6AyLqaF19sM4c3c1rHrpuFNEYVBsAmTIIuTIQkjIQiyEavOmhHbZJqks4fSJsBXu4v3AtRVp0cLdOa6ppIJdVJCu7myDrFeudaK96ZtXQL4dpBYQ7JDKNzLSrjAtnfloRuL39b6udu5FdyfH2yGGozujGcUOTHyvP4YfUF/ZPdJDNGwq5KsYlyIhj/WY90DM6LcJ3MnDUevy49rk+tnW6ygWMIFttQvXs0HIq3h6tvdsHwbNQDpQ/t1qkWLsvgdqPOeMQqiDfIxD2LBh258ce3iZlanscImK+iW24CCvDrk59bD7Wp90FVb70R5ZSa2V2WgqiYNWgwS8rDxljMnUqgLC3eubBtcTh8cai1kTzVQXQmlbDs0z85djpjYwsRWy9qNCW+98pM+yD0feHtUeCr98FYGjHWVsfZUBuCtMtcVfviqPFDrGqE3NgIBH5yOIBx2BQ67sQ6XFZ5VvSNh439FlaCqIhS2KCJUVTK2VbbN1pJZ36SObSuhuujXtGTOzwRgtjBrfMkhRWyb9XajjpVlR+S2sV+yS3zbmW2HK88Od57D+C3mGb9Hd56dvy78HbCb81uiWIsiWNN9uyCqtScmMJFICIaAxyzvosQ8wzLPEPki1s2s9yIFPybsic3+/4EGBYFGha81RYNkEyHaREjwQgqUQfZvheDdCqFhM1C9EULjVgjKzicsmhL02azY0kG/G5qzAGJ2T8jd+8Pes7hdbq9NYYNkjzIViv6dVWcTT4ZLuguC4GixT8SsAplFXGCrYbVnL8jGoPsv4jFrO9zTqK7MEuh4jDou1LEyi1PXDhGTubg2SyZhlp2ZxsR/xWoo276At89TgMNoD5ihhO2rAghqRBsoO/mYQwhZv+X0SaiJhWSHuWgz60MjEQRZzYXQ9Eo0Bk+xRHRJGIY0+Y3div1sSE6NpnDGBLR6Uw+pbaGuucgWshztbEiMS3IxzlBty7mopsMU11q0Ztv9+DECsiAIhRDRPXptbRdBFHbtocWFOi7ObWoi2G3e5eyvrC9bW51uiXOGUJeN6vJMVFdmQlOlmLu56qoCvXwlF930zUuglS0DAq3H4+Adre5DrUynzApOkBLPdYUN0n57dT0X4SpXNu+MlRzaHftcXILBR/fgHToi/iS7GMdgwe1ZHLmq2SxzKqwOc99ppyBjaL9dO5cvgIal64wEBotXw8cyXbYCi4UVcjvNHDmAl2MFe2Qq3z0MbfknRoUzE/aTnkJ1ZRY2zquArupclGNJUYw1a3eMckt1oWONMpqUde5mvsP9ofOF6lQNktKANLUCbrUcaXoVRDMYdFM0XUS9ko1afw5q/DnwBFzQNWGn76H4VPjrlXZZ9KW7fcjK8CIr04usDA/ftsk7t+BRNBk+MQuKKxvI6gapIJ/H/3PlOSyrPCaosDUT/hLF2ldVNPiqmZAWgJeJaVXmmotsEcJaxD4mvCn+jrZq0mGTVTgcCpz2IFxuFek5OtzpGhxOFT5vAJLsMoSyoIhgQOBLgK19AgJ+YwkJaGzR25i5vfPQIdtU2B3M9S5orB0K7NZ2EHa7YqzNhR1nY3V8CW/b2esc7FijXpaTyOKQucvJTsNai00OMjc10cZdc5lNA18L0QsXf9jrDPNYc4ko832iWZbCrwktOzi3URc+l9CGc0e/tsl77eDcUINAwAM96DH6ciz2WcDTQp2xZmU2+Gb7wfYnADzxWsCOQMAGv9cOv1eG32dHwGcz1n4b/+3mFtQip1st0jJ2ffzgbXTB05CGQKMLQY8dmleG0mjnAhzri7cFTXJAdWZCc2VCT8sA0rOBzCyImZk8dh3rW0o2wRAMQ8KhHFnW4O77LBzdXw3fu39v6NWPQpIKoEHF7O9m42/HHAGhrgGrbvqvFYaACXBMiGP9i5hbsDZWhMW5JtZ17foNcYtCEZqtEoFjtgFpxvOZhQ6yf14AQZEMjxvT+o173DB3bCLBrOYKuSiXylZzmr4ZDcGTuYbBkITxSJOfhw5fhGAWKZaFBLVQfVORjekIMXy2asy8VoTgF411QAT85lp1QdDTIQhMS8mBIOVBsOVDtHVHjTcNBcNO6lpi3JNPPokHH3wQZWVlGD58OJ544gmMHTu21eNnzpyJW2+9FevXr8fAgQNx//338wFtZ4pxxsfE/IubWrMZIltouyOs2VhKYQH5EIXuEMDEte5R24bwVghBiO0fX/fVRYlzYcFuE+A34kG0FU0TUFsVFuqqK7JQtd2wqqupzEB2/6wOcXPVlQD07X+GEy6U/dF64FOGI92I8xbKdJo/sEPjQnQk7DdZ+mMFFjy3Bsvf29hs8JaW7+DZUEdfWILckthksSS6lhgXomruEpQ+8WE4a6kooPspE3mCh9ayPjLRiMX9srKH/rkBerBl0Yh19NP37mckKRg5EM4+BXGdkWSifvCzm6BvXMDLzIXHdtJ0CM4sJBpa0Iyvxz7nhau4u2drcb1seZlmIgiW4GIAjzHWGszq1lfDxKSIhYtOhpjkrfJBLa+EUFsJ2VcNp16HNHsjJHHnIpPfL6Om3oXaejdq61x82+tjkyBt/84dmbYIF1p7WKyLcKeN3ueAM8fGLaxadZ1tUCwLNW6xFrUdYcUWUfbVtsOqYhdxZtv49Yfuw7D8Clt8hfZF7renydZ/qK1tEROG1YBmLH6VP3OMbQ2KX7W22doqs22fAtUfMEQQv9dYK17TQswLQfND1HwQNB9E3Q8RxiIJxiKKAciSuchB2GwByDa2Dna4tV9noEOELjoAyQnB7oTgYNZUzELKAYGJaFxAc0Zs72ifsTbKLiOuFQ3Udwj73Spe09IswtosUB+A0tgItaEBqqcBmqcRmq/RcGkMeCAoHgjs96n6IDJrNPabFH2QJT9ssp//Dh3OAOxOJvoGuTYYT+pr3VEhZCK9VYIR4QkMdG4tm57mQ7rbz5c0c+12sf9c29+XPU48XjsaPA40eJxobGRrY/H5myeDG3zybzjs6fdhcxttY8OWTHx06pkoW9CLl9PcPkwYtQYu06220e/E0i1DodvdkJ2G5avsNBcXW4tW2Raqj6hjx9hCZUfoNeFjWAIm61inYXnblrAKfFzoCyWQ2Nzc/dVM+NTia90KAkdvg55pCBNCtRvOladBKtoPYs+RCdmX6NJWc6Y412rMcDZOZBavst3woGJtMtsW7XzNjTjYItuMtRRZZ65Z8o2osh1CxL7mdWY9O38nNj6qthKNyhRTbIsDihAW0Ha21tMgCjmA1A2iLR+CoxACs1J15QDuXAjuHMOt25kNQWo9dEmXS+Dwzjvv4Oyzz8YzzzyDcePG4dFHH+Vi24oVK1BQUNDs+J9++gkHHngg7r33Xhx99NF48803uRi3aNEiDB06tF1inK4HzdhsYQu2aGs2Jrxt7yDzyAxDXONiWqQ1W6iOiW4sg0+8Z5x3DZ09kCyBzhTpzPIOLc9aQFMF1FRlGMkjIqzqvEo+3H16o/vwPC7OMbEub1C0myvPCFX2BxfeuOvptj93bGLuyjZcTrkAt3dSZB7y1gSw5PX1XIQrX97cWrHfxAJuBbfHccVRbjdEYpFKYhyDzWCve3AGt24L4R7UE/1umMIzvTH8ZdU85ls9i/3222qo9a20qYIA98BiLgox8S1tz94JF/OLWREHP7iSZzljsPbDdsyDCWk5GwnLzFfHMs+yLK2LViFY0brFM3P75OLcaPYd9Gn1O2Dx+7zrtlqx3VicN+96FhC3ZXE1EiE9HcjpBsWVA7+YicZgBhrrRHirg9xqjAl8htAX5JZ5nY09XbaEK7tbhq82ZMEW4MJSZ8IsxZmlX6SQxoU15tYb5VoZ2ufgQtzuWgFGtkUyG4RysYy5XzLBzFiabXN3y8h9RlkPiWyRrwnFMEtQdF1AULFBCdgQ8MsI+CRujaQEZAQCMhcygnxtbvtlBIMygn4b328cFzom4li/jR/HrAmbChJMDDVcZCO/3+YCalhcdexy7MV4w4YXTLS3BNwmi9bavlD9Dl4bWoI+Q2QLhgQ2tnjC28FGlYtvnY6gWxaZIYGOr5lFppOJdsHwdmQdW7uCcLqCpqgXgM0eaD0GaCATDd48NHhy0dCQi7r6XNTXZaO2JgcBn8w/M+bSqgZ14/Nl5aDxPRhlne8P1bV4K4LOBbkokc4U7ZyOXfssmQVtIxPmTIGOb3sccA2sxFFvvonMXsYAX/HJ+PqKE7Bp1p4YP2qN9T51DU7MW1QSFes0FrC2OFKgswQ8SwgUm4l44W1jYd9tmqMSTls5nFI5HMJ22PTtkKWtUA9eAT3HiPeteXvCu+5FCHoebyas715gSZaMpsOafAxth4pC9HFGndDqeZrtNw9q+X0iXtvO9w7FnOXxZpPcpdOwmivlotxOreZijShHCXtcDGwi9rVcFxb0rHITAZDVqc618GTdAQhtjFEfid7EOq0lKzX/DvZLaVxE42KaJarlRtSFtnM6rP/d5cQ4JsCNGTMG06dP52VN09CrVy9ceeWVuPHGG5sdP2XKFDQ2NuKTT0wXIQD77rsvRowYwQW9topxm8vPREZWbYQ12+5+DBIEFHAX0bA1G9s215bw1rWyVVozR6FU6SHLupDr6y6aeLN4MrWV4Rh1NTU5kLPzUNh9GwoKSpGbvRXiDiwvvP5MVNX3Q1VDf1Q19INXKeDB3aOClTcJXN5iUPMWAp43f03kfrH5eZoGTm8hA2PkNnN1WvzqOvwxYyOC3uiBDeu0jzi7L0/I0G1wfLO3El1TjAtZu5XN/B5bXvuaTafxOhZQPXv/IWhcXsqzsbaGvXuO4XbKrLJGlEDOSPy2Uq8vQ+Ddy6wZcHHAJIgDJhs7eb8zstcaUbbqQh3hyE5qVC864iVRPeAm52n6ulbeO+pcAlj00kBZNRpXbETDnxvhWbWlxYQA7Oko2mxcXGXZc51FefBtrYCvtIwHEQ+UVRlxCfglmMkt2Jq/jW5+FDp3J3b2yIWjKAeO7tmwF+bw4PzhbIp6k7W5DY33DRRPEMHGoLUOetmiQPEoULxBwwLLXHPLLD+zyGL3o/PrCS3Mmsq4PrZmnm+a4fUWcYxgHmN8fMa9hLbDH3N4vzWYMbdFG0t0IYTdtMztsBsX6z8LfOHHyEb7b/VFQl2zUEZMtvAqto4sh16jt/Ca8HZ0V6/JOXQVAU8D7ALLhNn5lnzthrlecosy5o7J1sZiWYnx+F3G/vA2sx4LlUPWZE0szZhFQsR/hyeMqWVicNilOORO3JprMSsz8aczYX2BSHfsliweQ4ItO3anolZwx3WtimWh43YilmlK4lst7qpAw8R6ttjSZC6o8nJa63X2NAn2dBsv2/i2bJYl6zVNxXQrXqFpocddapn1C08M0HEeMex3zkIQWCJdi+JddFlp8CFYXgWlvApqZTXU6hroNSyLaS2g7GLbkaOh6Ib/IW0vwwWOUf1lCdTN6YCoI6jbsd2TDz6nwzL2shjPeiiLrg5B0iBKmtFWW2Wdv5a36Wwfq2fl0LZ5fPh14dcbx0SU+TnMZ0HovSLK1jGR5ZauZwfUrs/BO4degobNqW8JFxrr8Ged1GRbNsdIZl2z48yM8KF9ka/Z0fma7RNbey+xhXOE3jtif8T7S0IA7sByuPxLYPetgqj5mUUIBLZobB2A0EqIkGRELfJB2cdwGxcCprUaSwQZECAEJMDfdG0Kamx/k8koTbchqGciiEwoyILC1gJbsqCImVCFbCiSURYkhzU2N6IVGJ2x0HZkPe+GNa3jx4e2m+xv5Tw1dTXYY/9+XUOMCwQCcLvdePfdd3H88cdb9eeccw5qamowa9asZq/p3bs3rr32Wlx9NUuVbXD77bfjww8/xJIlS5od7/f7+RIpxjGxr7S8DzIz2zqbnM4FtuilwNpmFm3g1mxkhbTrQl0ND5YKbuK9GWALD6C62XBj2U2YqX7p6iK+bFzTg7vA7oqrU6LTa0IeRl3YD3ueUMxn4ojkEuO+/vprHHrooSkjxoXwrNyM0ofeRWAH4hsLBp22d39kjCxB+oiSDg/KHCv07X9B/+R6QG3HjCFBpHTWyrAQZq2tbVMg4y6ZIffLJq+xXDZNV80Ed8dkAlTIZTsy/h9zVw7XRbt1s3KqiVbxhlstRQhjNndIBAtv29ysLJkiWZPjIoWz0P40iQ/IiR3EUq1u4FlP/ZsrzXUFn4ALRGR7bYasIv+ixcg6cg26Gg1bM/DOIZegdl18M1QSnYcgaJBkFbLMErAokNm2zViMesUom/USK8saZJsCKaKeHcePb3ps6DxNj40oxyqUA7MAb6hzo7HehcZ6c13nDtexbXMfi4eZyGNxv+7B/dr5MRPj4ur3w1xFVVVFYSETs8Kw8l9//dXia1hcuZaOZ/UtwdxZ77zzzlZdEwL+TPh9WdYS8Ie2s+H3ZyHgy4KqGpl+msOy32w0F2L3Yd9rIeAcBTh02DUP0pQauJUapCnVcLFtfw3StBrIQssz0BVl2Shd3QOla5j4VoT6mtSLlSa5gdyJErodKsHVuxEbsQwbvzXSTxPJBxPkUhHhb/2R9aOE9D+Ziz+giwIChenw9cqCv2cWAvls9lsA9HJgMVuQtBRmHYoRVZ8kcNeCSEZMG0Nrjahy2Oqx1f2Rr42w1Iw8PrStCjaoog0KW4cWXrZbZUUM7+PHica+yNewY3SYAfabwsbjTLNuUbdmV8Is5RMjqH6HYAt3axhsuoz1SMK9EgG6zoLpA0q9DpYIU2XrhlBZh1ofsa/BWCsNOrR4f0zMgkA2vKMEaxEitiP3RdSzn4ZpFRp5rLWPW4k2qY84tun7sZBMopMtAgvJBxaaj1mtRETvbvHyFXNp9jEyQxbmub9r+cqIphSxhU2w5XIrebneD7nGB7nGC7nWBxtb1/ggeYDyp/eBf1028i9eBEGOvzDNxoYsOQ1PUMO2+f+UbbM6ti1A14z9LOGRsYjmwgz3ROgswQ2rV1lCpHCZheHRFRGN5dlY9t4k2AZ3Q7fBYePm8EVEhHZtsg7Xhyoi9jUpNzGQjjp/q69p+v5o7/UZBfaZsL+ikbjK3DYMHMP1LASFWcfrI7cj1skG+42whEjcaNTbmpbQuQiiZgpzEeJdhHAXWcdFvBbqw4KgBp/XbohtpsgWEtt8HnZ/1AtuD4kVhKcTuOmmm7glXVPLOFn5GG5hINJcEpB6CVBS36LOU8Wt6ZgFnd5QAS2zN/RuQ5Bly8JQDRgSmQXQ2jZ9/qPqwpkNm2U1bJJNEFHnw06PD2c3RLM6I0Nik4yKLWVZZIvpSsAoHpuLIX/vyWd1ieQmlS3jLI4DGv/aCM3jg3vP3pBc8emMxAJ960SAxaiM7JlGuRG20CM2e616C3Ut94Yj9zfr9UYctuP3a/HYpu/X7FgdaoMXwYpaaP4ApDQ3pKx0yBksaLGZEdHwBYjIlBheG7E4o+uittm+UIbGlvZzcaflc0fvb+m1Td6ntXPz929y7ighK2K7qetxOOhOuN4KnBN5bNNzRL8+HnF1WFs0N9XbohSDuQ1aFnZNLO9YSAv29+Wu0XYjkyVf20WI5pq5Rhp1Qrg+dFzk8SEX69DrzP3c9YcgdhPV44N/SxW3oqv76C9U6r9gwN8OhOxiYSqY2xmTsM3ngrXN1oK5ZiGCxBaOab4tNHttC8fwtj829773IbF5n1QhNH5jlsTcvVoxy3xbC2+bYydrv3m8ta2Fj2/1fNY+rfXz8fOE35+7OZrukKH4ekYXIsIlUoguW+6Tka8L7dvhMWY5IkZfs31NylHbrR4TPm/0tYeP5V3F0BiWrUNlq94UYE0hNrKOi65NX6+Z23rzc0QfH/maFs7fynWEto3z7OD8Eeer99QDb8Tutx3XET0LjidJErZti85Owsrdu3dv8TWsfleOdzgcfGmK3dYDdrtzt66fiCP27kA2+85Hx/tKCGK3YIPfVB4AZw/rjy5B79HGQhBJSqq3RakE+5qcbgdyesb7Sgii/diybHBmZQB79kEwuDcWf5aOoe7UiaNLEETyUVlZGVMxLq4BEOx2O0aPHo3Zs2dbdSxIMyuPHz++xdew+sjjGcy6pLXjCYIgCIIgCIIgCIIgCCJRiLuvG3MhZQkb9tlnH4wdOxaPPvooz5Z63nnn8f1nn302iouLeew3xtSpU3HQQQfhoYcewlFHHYW3334bCxYswHPPPRfnOyEIgiAIgiAIgiAIgiCIBBfjpkyZgvLyctx22208CcOIESPwxRdfWEkaSktLIfI4LgYTJkzAm2++iVtuuQU333wzBg4cyDOpDh06NI53QRAEQRAEQRAEQRAEQRBJIMYxrrjiCr60xNy5c5vVnXzyyXwhCIIgCIIgCIIgCIIgiGQirjHjCIIgCIIgCIIgCIIgCKIrQWIcQRAEQRAEQRAEQRAEQcQIEuMIgiAIgiAIgiAIgiAIoivFjIsluq7zdX19PWw2W7wvhyCILkowGITH40FdXR21RQRBxA1qiwiCiDfUDhEEkQgwjShSM+psupwYV1lZydf9+vWL96UQBEEQBEEQBEEQBEEQCaQZZWVldfr7dDkxLjc3l69LS0tj8gHHkzFjxmD+/PnoCnSVe6X7TB3Y7G+vXr2wceNGZGZmIpXpCt8ng+4ztegq90ltUepB95ladIX7pHYo9egq99mV7rUr3GdtbS169+5taUadTZcT40TRCJPHhLhUb+wlSUr5e+xq90r3mXqw+0z1e+0q3yfdZ2rRVe4zBLVFqQPdZ2rRVe6TQe1Q6tBV7rMr3WtXuc9IzaizoQQOKczll1+OrkJXuVe6TyIZ6SrfJ91natFV7rMr0VW+U7rP1KKr3GdXoat8n13lPrvSvXaV+4wlgh6r6HQJZAbNrOKYCWJXUXYJgkg8qC0iCCIRoLaIIIh4Q+0QQRBdsS3qcpZxDocDt99+O18TBEHEC2qLCIJIBKgtIggi3lA7RBBEV2yLupxlHEEQBEEQBEEQBEEQBEHEiy5nGUcQBEEQBEEQBEEQBEEQ8YLEOIIgCIIgCIIgCIIgCIKIESTGEQRBEARBEARBEARBEESMIDGOIAiCIAiCIAiCIAiCIGJEUopx9957L8aMGYOMjAwUFBTg+OOPx4oVK6KO8fl8uPzyy5GXl4f09HScdNJJ2LZtW9QxpaWlOOqoo+B2u/l5rr/+eiiKYu2fO3cuBEFotpSVlcXsXgmCSO126KqrrsLo0aN51p4RI0a0+F6///47DjjgADidTvTq1QsPPPBAp94bQRDJQ6zaovXr17fYJ/r55587/R4JgugabdGSJUtw2mmn8b6Oy+XCnnvuiccee6zZe7Ex2qhRo3h7NWDAALz88ssxuUeCIBKbe2PUDnWUTpSUYtx3333HP0DWAfz6668RDAZx2GGHobGx0Trmmmuuwccff4yZM2fy47ds2YITTzzR2q+qKhfiAoEAfvrpJ7zyyiu8Ib/tttuavR/7Ardu3Wot7IslCKJr0xHtUIjzzz8fU6ZMafF96urq+Hn79OmDhQsX4sEHH8Qdd9yB5557rlPvjyCI5CBWbVGIb775JqpPxAQ8giCIjmiLWD+HjbNef/11/PHHH/jXv/6Fm266CdOnT7eOWbduHR/DTZo0Cb/99huuvvpqXHjhhfjyyy9jfs8EQXTNdqjDdCI9Bdi+fbvObuW7777j5ZqaGt1ms+kzZ860jvnzzz/5MfPmzePlzz77TBdFUS8rK7OOefrpp/XMzEzd7/fz8pw5c/hrqqurY35PBEGkfjsUye23364PHz68Wf1TTz2l5+TkWO0S44YbbtAHDx7cafdCEETy0llt0bp16/hrFi9e3Ml3QBBEKrC7bVGIyy67TJ80aZJVnjZtmj5kyJCoY6ZMmaIffvjhnXIfBEEkL9s7qR3qKJ0oKS3jmlJbW8vXubm5lprJVNBDDjnEOmaPPfZA7969MW/ePF5m62HDhqGwsNA65vDDD+dWKEwBjYS5axQVFeHQQw/Fjz/+GKO7Iggi1duhtsCOPfDAA2G326PaKjYTU11d3aH3QBBE8tNZbVGIY489ls/87r///vjoo4868MoJgkglOqotYucJnYPBjo08R6hf1J72jCCI1Ka2k9qhjtKJkl6M0zSNmyfvt99+GDp0KK9jvrps4JqdnR11LBPeQn68bB0pxIX2h/Yx2Af7zDPP4L333uML8xueOHEiFi1aFKO7IwgilduhttCWtoogCKKz2yIWV+Whhx7ibh2ffvopF+NYLBYS5AiC6Ky2iIUSeuedd3DxxRfvtF/EDCq8Xm+n3A9BEMmH1ontUEfpRDKSHOYTvGzZMvzwww8dfu7BgwfzJcSECROwZs0aPPLII3jttdc6/P0IgkhOOrMdIgiCSIS2qFu3brj22mutMguQzOKssDiWzFqOIAiiI9si9vrjjjsOt99+O4/5RBAEkSjtUEfpREltGXfFFVfgk08+wZw5c9CzZ0+rvnv37jwxQ01NTdTxLEsG2xc6pmkmsVA5dExLjB07FqtXr+7gOyEIoiu2Q22hvW0VQRBdi85ui1pi3Lhx1CciCKLD26Lly5fj4IMP5pYot9xyS5v6RZmZmTzzIUEQxBWd3A51lE6UlGKcruv8A/7ggw/w7bffol+/flH7WWYvm82G2bNnW3UsvlJpaSnGjx/Py2y9dOlSbN++3TqGZdxgDflee+3V6nuzrD3MLJEgiK5NR7RDbYEd+/333/P4BpFtFZuNycnJ6aC7IQgiWYlVW9QS1CciCKKj2yIWu5tlSj3nnHNw9913N3sfdmzkOUL9ot1tzwiCSH70GLVDHdUnkpPV5PDNN9/ErFmzkJGRYfn3ZmVl8RkRtr7gggu4OwULtMcEtiuvvJJ/wPvuuy8/lpkZMtHtrLPOwgMPPMDPwRRPdm6Hw8GPefTRR/kXOGTIEPh8Przwwgv8S/3qq6/iev8EQaRGO8RgMygNDQ389SzWCWvIGax9YjENTj/9dNx55538XDfccAM3l37ssce4GTRBEESs2qJXXnmFr0eOHMnr33//fbz44ou8b0QQBNERbRHr40yePJknZGDHhc4hSRLy8/P59qWXXorp06dj2rRpOP/88/nYbMaMGTyWJUEQXZvLY9QOdZhOpCch7LJbWl566SXrGK/Xy1PQ5uTk6G63Wz/hhBP0rVu3Rp1n/fr1+pFHHqm7XC69W7du+nXXXacHg0Fr//3336+XlJToTqdTz83N1SdOnKh/++23Mb1XgiBSux066KCDWjzPunXrrGOWLFmi77///rrD4dCLi4v1++67L6b3ShBE4hKrtujll1/W99xzT/76zMxMfezYsfrMmTNjfr8EQaRuW3T77be3eI4+ffpEvdecOXP0ESNG6Ha7Xe/fv3/UexAE0XVBjNqhjtKJBPOiCYIgCIIgCIIgCIIgCILoZJIyZhxBEARBEARBEARBEARBJCMkxhEEQRAEQRAEQRAEQRBEjCAxjiAIgiAIgiAIgiAIgiBiBIlxBEEQBEEQBEEQBEEQBBEjSIwjCIIgCIIgCIIgCIIgiBhBYhxBEARBEARBEARBEARBxAgS4wiCIAiCIAiCIAiCIAgiRpAYRxAEQRAEQRAEQRAEQRAxgsQ4giAIgiAIgiAIgiAIgogRJMYRBEEQBEEkMeeeey4EQeCLzWZDYWEhDj30ULz44ovQNK3N53n55ZeRnZ3dqddKEARBEARBkBhHEARBEASR9BxxxBHYunUr1q9fj88//xyTJk3C1KlTcfTRR0NRlHhfHkEQBEEQBBEBiXEEQRAEQRBJjsPhQPfu3VFcXIxRo0bh5ptvxqxZs7gwxyzeGA8//DCGDRuGtLQ09OrVC5dddhkaGhr4vrlz5+K8885DbW2tZWV3xx138H1+vx///Oc/+bnZa8eNG8ePJwiCIAiCINoHiXEEQRAEQRApyOTJkzF8+HC8//77vCyKIh5//HH88ccfeOWVV/Dtt99i2rRpfN+ECRPw6KOPIjMzk1vYsYUJcIwrrrgC8+bNw9tvv43ff/8dJ598MrfEW7VqVVzvjyAIgiAIIlkRdF3X430RBEEQBEEQRPtjxtXU1ODDDz9stu/UU0/lAtry5cub7Xv33Xdx6aWXoqKigpeZBd3VV1/NzxWitLQU/fv35+sePXpY9YcccgjGjh2Le+65p9PuiyAIgiAIIlWR430BBEEQBEEQROfA5lyZyynjm2++wb333ou//voLdXV1PJacz+eDx+OB2+1u8fVLly6FqqoYNGhQVD1zXc3Ly4vJPRAEQRAEQaQaJMYRBEEQBEGkKH/++Sf69evHEzuwZA7/+Mc/cPfddyM3Nxc//PADLrjgAgQCgVbFOBZTTpIkLFy4kK8jSU9Pj9FdEARBEARBpBYkxhEEQRAEQaQgLCYcs2y75ppruJimaRoeeughHjuOMWPGjKjj7XY7t4KLZOTIkbxu+/btOOCAA2J6/QRBEARBEKkKiXEEQRAEQRBJDnMbLSsr48LZtm3b8MUXX3CXVGYNd/bZZ2PZsmUIBoN44okncMwxx+DHH3/EM888E3WOvn37cku42bNn88QPzFqOuaeeccYZ/BxMyGPiXHl5OT9m7733xlFHHRW3eyYIgiAIgkhWKJsqQRAEQRBEksPEt6KiIi6osUync+bM4ZlTZ82axd1Lmbj28MMP4/7778fQoUPxxhtvcLEuEpZRlSV0mDJlCvLz8/HAAw/w+pdeeomLcddddx0GDx6M448/HvPnz0fv3r3jdLcEQRAEQRDJDWVTJQiCIAiCIAiCIAiCIIgYQZZxBEEQBEEQBEEQBEEQBBEjSIwjCIIgCIIgCIIgCIIgiBhBYhxBEARBEARBEARBEARBxAgS4wiCIAiCIAiCIAiCIAgiRpAYRxAEQRAEQRAEQRAEQRAxgsQ4giAIgiAIgiAIgiAIgogRJMYRBEEQBEEQBEEQBEEQRIwgMY4gCIIgCIIgCIIgCIIgYgSJcQRBEARBEARBEARBEAQRI0iMIwiCIAiCIAiCIAiCIIgYQWIcQRAEQRAEQRAEQRAEQSA2/D86PYSdrKyhKgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for ticker in companies._tickers:\n",
    "    fama_and_french[ticker].xs(\"R Squared\", level=1, axis=1).plot(\n",
    "        figsize=(15, 3),\n",
    "        title=f\"Factor Sensitivities of {ticker}\",\n",
    "        grid=True,\n",
    "        colormap=\"plasma\",\n",
    "        lw=2,\n",
    "        linestyle=\"-\",\n",
    "        ylabel=\"Sensitivity\",\n",
    "        xlabel=\"Date\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfe6d420",
   "metadata": {},
   "source": [
    "The correlations between factors and factors and asset returns can also be shown with `performance.get_factor_correlations` and `performance.get_factor_asset_correlations` respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0690ada9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Calculating Factor Asset Correlations: 100%|██████████| 4/4 [00:13<00:00,  3.35s/it]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"5\" halign=\"left\">ASML</th>\n",
       "      <th colspan=\"5\" halign=\"left\">MSFT</th>\n",
       "      <th colspan=\"5\" halign=\"left\">AAPL</th>\n",
       "      <th colspan=\"5\" halign=\"left\">WMT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Mkt-RF</th>\n",
       "      <th>SMB</th>\n",
       "      <th>HML</th>\n",
       "      <th>RMW</th>\n",
       "      <th>CMA</th>\n",
       "      <th>Mkt-RF</th>\n",
       "      <th>SMB</th>\n",
       "      <th>HML</th>\n",
       "      <th>RMW</th>\n",
       "      <th>CMA</th>\n",
       "      <th>Mkt-RF</th>\n",
       "      <th>SMB</th>\n",
       "      <th>HML</th>\n",
       "      <th>RMW</th>\n",
       "      <th>CMA</th>\n",
       "      <th>Mkt-RF</th>\n",
       "      <th>SMB</th>\n",
       "      <th>HML</th>\n",
       "      <th>RMW</th>\n",
       "      <th>CMA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005Q1</th>\n",
       "      <td>0.5707</td>\n",
       "      <td>0.2863</td>\n",
       "      <td>-0.4538</td>\n",
       "      <td>-0.5161</td>\n",
       "      <td>0.2293</td>\n",
       "      <td>0.5566</td>\n",
       "      <td>-0.0571</td>\n",
       "      <td>-0.3912</td>\n",
       "      <td>-0.0747</td>\n",
       "      <td>-0.0715</td>\n",
       "      <td>0.3277</td>\n",
       "      <td>0.1504</td>\n",
       "      <td>-0.187</td>\n",
       "      <td>-0.3088</td>\n",
       "      <td>0.0637</td>\n",
       "      <td>0.3332</td>\n",
       "      <td>0.1363</td>\n",
       "      <td>-0.0583</td>\n",
       "      <td>0.0363</td>\n",
       "      <td>0.123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005Q2</th>\n",
       "      <td>0.5591</td>\n",
       "      <td>0.3236</td>\n",
       "      <td>-0.3393</td>\n",
       "      <td>-0.3343</td>\n",
       "      <td>0.0426</td>\n",
       "      <td>0.6224</td>\n",
       "      <td>0.1673</td>\n",
       "      <td>-0.4137</td>\n",
       "      <td>-0.108</td>\n",
       "      <td>-0.0919</td>\n",
       "      <td>0.681</td>\n",
       "      <td>0.4426</td>\n",
       "      <td>-0.1461</td>\n",
       "      <td>-0.309</td>\n",
       "      <td>0.0899</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.5071</td>\n",
       "      <td>-0.1284</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>-0.1856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005Q3</th>\n",
       "      <td>0.6585</td>\n",
       "      <td>0.509</td>\n",
       "      <td>-0.5174</td>\n",
       "      <td>-0.0681</td>\n",
       "      <td>-0.0325</td>\n",
       "      <td>0.4079</td>\n",
       "      <td>0.014</td>\n",
       "      <td>-0.3955</td>\n",
       "      <td>-0.4077</td>\n",
       "      <td>-0.1008</td>\n",
       "      <td>0.476</td>\n",
       "      <td>0.2542</td>\n",
       "      <td>-0.4658</td>\n",
       "      <td>-0.1545</td>\n",
       "      <td>-0.1443</td>\n",
       "      <td>0.6377</td>\n",
       "      <td>0.2502</td>\n",
       "      <td>-0.5167</td>\n",
       "      <td>0.1539</td>\n",
       "      <td>-0.2343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005Q4</th>\n",
       "      <td>0.4525</td>\n",
       "      <td>0.3369</td>\n",
       "      <td>-0.1045</td>\n",
       "      <td>-0.0469</td>\n",
       "      <td>-0.1444</td>\n",
       "      <td>0.5902</td>\n",
       "      <td>0.312</td>\n",
       "      <td>0.036</td>\n",
       "      <td>-0.0022</td>\n",
       "      <td>-0.2123</td>\n",
       "      <td>0.3718</td>\n",
       "      <td>0.2876</td>\n",
       "      <td>-0.2937</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>-0.2625</td>\n",
       "      <td>0.5389</td>\n",
       "      <td>0.2802</td>\n",
       "      <td>-0.1422</td>\n",
       "      <td>0.0544</td>\n",
       "      <td>-0.2194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006Q1</th>\n",
       "      <td>0.5216</td>\n",
       "      <td>0.419</td>\n",
       "      <td>-0.075</td>\n",
       "      <td>-0.2739</td>\n",
       "      <td>0.1389</td>\n",
       "      <td>0.5453</td>\n",
       "      <td>-0.0018</td>\n",
       "      <td>-0.3699</td>\n",
       "      <td>-0.3252</td>\n",
       "      <td>-0.299</td>\n",
       "      <td>0.4945</td>\n",
       "      <td>0.006</td>\n",
       "      <td>-0.1376</td>\n",
       "      <td>-0.292</td>\n",
       "      <td>-0.1756</td>\n",
       "      <td>0.3203</td>\n",
       "      <td>0.0303</td>\n",
       "      <td>-0.3065</td>\n",
       "      <td>-0.0508</td>\n",
       "      <td>0.042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024Q2</th>\n",
       "      <td>0.688</td>\n",
       "      <td>0.1446</td>\n",
       "      <td>-0.2875</td>\n",
       "      <td>0.0211</td>\n",
       "      <td>-0.6107</td>\n",
       "      <td>0.7722</td>\n",
       "      <td>-0.0171</td>\n",
       "      <td>-0.3661</td>\n",
       "      <td>-0.1784</td>\n",
       "      <td>-0.5874</td>\n",
       "      <td>0.4853</td>\n",
       "      <td>0.1537</td>\n",
       "      <td>-0.1901</td>\n",
       "      <td>0.1843</td>\n",
       "      <td>-0.2548</td>\n",
       "      <td>0.0676</td>\n",
       "      <td>-0.0318</td>\n",
       "      <td>0.1154</td>\n",
       "      <td>0.0718</td>\n",
       "      <td>0.1529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024Q3</th>\n",
       "      <td>0.7549</td>\n",
       "      <td>0.0265</td>\n",
       "      <td>-0.5063</td>\n",
       "      <td>-0.3846</td>\n",
       "      <td>0.3824</td>\n",
       "      <td>0.741</td>\n",
       "      <td>-0.1582</td>\n",
       "      <td>-0.5467</td>\n",
       "      <td>-0.1818</td>\n",
       "      <td>0.031</td>\n",
       "      <td>0.6533</td>\n",
       "      <td>-0.0453</td>\n",
       "      <td>-0.4029</td>\n",
       "      <td>-0.1631</td>\n",
       "      <td>0.1076</td>\n",
       "      <td>0.2584</td>\n",
       "      <td>-0.0609</td>\n",
       "      <td>-0.2044</td>\n",
       "      <td>-0.1036</td>\n",
       "      <td>-0.1256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024Q4</th>\n",
       "      <td>0.2751</td>\n",
       "      <td>-0.2156</td>\n",
       "      <td>-0.3307</td>\n",
       "      <td>-0.0299</td>\n",
       "      <td>0.0838</td>\n",
       "      <td>0.6599</td>\n",
       "      <td>0.0279</td>\n",
       "      <td>-0.2764</td>\n",
       "      <td>-0.2129</td>\n",
       "      <td>-0.2452</td>\n",
       "      <td>0.4645</td>\n",
       "      <td>-0.095</td>\n",
       "      <td>-0.3871</td>\n",
       "      <td>-0.2109</td>\n",
       "      <td>-0.0523</td>\n",
       "      <td>0.2952</td>\n",
       "      <td>0.0986</td>\n",
       "      <td>-0.1905</td>\n",
       "      <td>-0.244</td>\n",
       "      <td>-0.2952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025Q1</th>\n",
       "      <td>0.5607</td>\n",
       "      <td>0.1375</td>\n",
       "      <td>-0.4723</td>\n",
       "      <td>-0.4279</td>\n",
       "      <td>0.3156</td>\n",
       "      <td>0.6407</td>\n",
       "      <td>-0.0571</td>\n",
       "      <td>-0.5029</td>\n",
       "      <td>-0.3766</td>\n",
       "      <td>0.194</td>\n",
       "      <td>0.4944</td>\n",
       "      <td>-0.0502</td>\n",
       "      <td>-0.0638</td>\n",
       "      <td>0.014</td>\n",
       "      <td>-0.0715</td>\n",
       "      <td>0.3849</td>\n",
       "      <td>0.2074</td>\n",
       "      <td>-0.0048</td>\n",
       "      <td>-0.1355</td>\n",
       "      <td>-0.1901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025Q2</th>\n",
       "      <td>0.882</td>\n",
       "      <td>0.0584</td>\n",
       "      <td>-0.6156</td>\n",
       "      <td>-0.383</td>\n",
       "      <td>0.4756</td>\n",
       "      <td>0.8321</td>\n",
       "      <td>-0.0431</td>\n",
       "      <td>-0.614</td>\n",
       "      <td>-0.231</td>\n",
       "      <td>0.215</td>\n",
       "      <td>0.9047</td>\n",
       "      <td>0.0099</td>\n",
       "      <td>-0.5333</td>\n",
       "      <td>-0.2873</td>\n",
       "      <td>0.3552</td>\n",
       "      <td>0.7733</td>\n",
       "      <td>-0.1594</td>\n",
       "      <td>-0.5055</td>\n",
       "      <td>-0.2608</td>\n",
       "      <td>0.1836</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ASML                                   MSFT                          \\\n",
       "       Mkt-RF     SMB     HML     RMW     CMA Mkt-RF     SMB     HML     RMW   \n",
       "2005Q1 0.5707  0.2863 -0.4538 -0.5161  0.2293 0.5566 -0.0571 -0.3912 -0.0747   \n",
       "2005Q2 0.5591  0.3236 -0.3393 -0.3343  0.0426 0.6224  0.1673 -0.4137  -0.108   \n",
       "2005Q3 0.6585   0.509 -0.5174 -0.0681 -0.0325 0.4079   0.014 -0.3955 -0.4077   \n",
       "2005Q4 0.4525  0.3369 -0.1045 -0.0469 -0.1444 0.5902   0.312   0.036 -0.0022   \n",
       "2006Q1 0.5216   0.419  -0.075 -0.2739  0.1389 0.5453 -0.0018 -0.3699 -0.3252   \n",
       "...       ...     ...     ...     ...     ...    ...     ...     ...     ...   \n",
       "2024Q2  0.688  0.1446 -0.2875  0.0211 -0.6107 0.7722 -0.0171 -0.3661 -0.1784   \n",
       "2024Q3 0.7549  0.0265 -0.5063 -0.3846  0.3824  0.741 -0.1582 -0.5467 -0.1818   \n",
       "2024Q4 0.2751 -0.2156 -0.3307 -0.0299  0.0838 0.6599  0.0279 -0.2764 -0.2129   \n",
       "2025Q1 0.5607  0.1375 -0.4723 -0.4279  0.3156 0.6407 -0.0571 -0.5029 -0.3766   \n",
       "2025Q2  0.882  0.0584 -0.6156  -0.383  0.4756 0.8321 -0.0431  -0.614  -0.231   \n",
       "\n",
       "                 AAPL                                    WMT                  \\\n",
       "           CMA Mkt-RF     SMB     HML     RMW     CMA Mkt-RF     SMB     HML   \n",
       "2005Q1 -0.0715 0.3277  0.1504  -0.187 -0.3088  0.0637 0.3332  0.1363 -0.0583   \n",
       "2005Q2 -0.0919  0.681  0.4426 -0.1461  -0.309  0.0899   0.57  0.5071 -0.1284   \n",
       "2005Q3 -0.1008  0.476  0.2542 -0.4658 -0.1545 -0.1443 0.6377  0.2502 -0.5167   \n",
       "2005Q4 -0.2123 0.3718  0.2876 -0.2937   -0.19 -0.2625 0.5389  0.2802 -0.1422   \n",
       "2006Q1  -0.299 0.4945   0.006 -0.1376  -0.292 -0.1756 0.3203  0.0303 -0.3065   \n",
       "...        ...    ...     ...     ...     ...     ...    ...     ...     ...   \n",
       "2024Q2 -0.5874 0.4853  0.1537 -0.1901  0.1843 -0.2548 0.0676 -0.0318  0.1154   \n",
       "2024Q3   0.031 0.6533 -0.0453 -0.4029 -0.1631  0.1076 0.2584 -0.0609 -0.2044   \n",
       "2024Q4 -0.2452 0.4645  -0.095 -0.3871 -0.2109 -0.0523 0.2952  0.0986 -0.1905   \n",
       "2025Q1   0.194 0.4944 -0.0502 -0.0638   0.014 -0.0715 0.3849  0.2074 -0.0048   \n",
       "2025Q2   0.215 0.9047  0.0099 -0.5333 -0.2873  0.3552 0.7733 -0.1594 -0.5055   \n",
       "\n",
       "                        \n",
       "           RMW     CMA  \n",
       "2005Q1  0.0363   0.123  \n",
       "2005Q2  0.1583 -0.1856  \n",
       "2005Q3  0.1539 -0.2343  \n",
       "2005Q4  0.0544 -0.2194  \n",
       "2006Q1 -0.0508   0.042  \n",
       "...        ...     ...  \n",
       "2024Q2  0.0718  0.1529  \n",
       "2024Q3 -0.1036 -0.1256  \n",
       "2024Q4  -0.244 -0.2952  \n",
       "2025Q1 -0.1355 -0.1901  \n",
       "2025Q2 -0.2608  0.1836  \n",
       "\n",
       "[82 rows x 20 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies.performance.get_factor_asset_correlations(period=\"quarterly\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1384180a",
   "metadata": {},
   "source": [
    "Furthermore, given the fact that the package collects data from multiple sources, it is also possible to collect the data of those individual functions instead of via the `Toolkit` class. As an example, obtaining the dataset from Fama and French as also found here: https://mba.tuck.dartmouth.edu/pages/faculty/ken.french/data_library.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a68edf41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Mkt-RF</th>\n",
       "      <th>SMB</th>\n",
       "      <th>HML</th>\n",
       "      <th>RMW</th>\n",
       "      <th>CMA</th>\n",
       "      <th>RF</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1963-07-01</th>\n",
       "      <td>-0.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963-07-02</th>\n",
       "      <td>0.79</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>0.26</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963-07-03</th>\n",
       "      <td>0.63</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.18</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>0.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963-07-05</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.08</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>0.09</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>0.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963-07-08</th>\n",
       "      <td>-0.63</td>\n",
       "      <td>0.04</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-06-24</th>\n",
       "      <td>1.17</td>\n",
       "      <td>0.25</td>\n",
       "      <td>-0.51</td>\n",
       "      <td>-1.07</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-06-25</th>\n",
       "      <td>-0.07</td>\n",
       "      <td>-1.17</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-06-26</th>\n",
       "      <td>0.88</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.32</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-06-27</th>\n",
       "      <td>0.46</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-06-30</th>\n",
       "      <td>0.49</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.017</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15603 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Mkt-RF   SMB   HML   RMW   CMA    RF\n",
       "Date                                            \n",
       "1963-07-01   -0.67   0.0 -0.34 -0.01  0.16 0.012\n",
       "1963-07-02    0.79 -0.26  0.26 -0.07  -0.2 0.012\n",
       "1963-07-03    0.63 -0.17 -0.09  0.18 -0.34 0.012\n",
       "1963-07-05     0.4  0.08 -0.27  0.09 -0.34 0.012\n",
       "1963-07-08   -0.63  0.04 -0.18 -0.29  0.14 0.012\n",
       "...            ...   ...   ...   ...   ...   ...\n",
       "2025-06-24    1.17  0.25 -0.51 -1.07   0.3 0.017\n",
       "2025-06-25   -0.07 -1.17 -0.06 -0.14  0.86 0.017\n",
       "2025-06-26    0.88  0.76  0.32 -0.37 -0.03 0.017\n",
       "2025-06-27    0.46 -0.29   0.0   0.7  0.15 0.017\n",
       "2025-06-30    0.49 -0.47 -0.12 -0.37  0.17 0.017\n",
       "\n",
       "[15603 rows x 6 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from financetoolkit.performance import performance_model\n",
    "\n",
    "performance_model.obtain_fama_and_french_dataset()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "financetoolkit-rvLLqrVB-py3.12",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
